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Posted to commits@carbondata.apache.org by ja...@apache.org on 2018/05/13 09:09:17 UTC
[01/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Repository: carbondata
Updated Branches:
refs/heads/master d14c403f6 -> 2881c6bbc
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestTPCDS_1_4_Batch.scala
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diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestTPCDS_1_4_Batch.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestTPCDS_1_4_Batch.scala
new file mode 100644
index 0000000..074bf00
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestTPCDS_1_4_Batch.scala
@@ -0,0 +1,2496 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite.matching
+
+object TestTPCDS_1_4_Batch {
+ val tpcds_1_4_testCases = Seq(
+ // sequence of triples. each triple denotes (MV, user query, rewritten query)
+ // test case 1: test SELECT-SELECT-EXACT_MATCH with simple SELECT (extract from q45)
+ ("case_1",
+ """
+ |SELECT i_item_id, i_item_sk
+ |FROM item
+ |WHERE i_item_sk IN (2, 3, 5, 7, 11, 13, 17, 19, 23, 29)
+ """.stripMargin.trim,
+ """
+ |SELECT i_item_id
+ |FROM item
+ |WHERE i_item_sk IN (2, 3, 5, 7, 11, 13, 17, 19)
+ """.stripMargin.trim,
+ """
+ |SELECT
+ |FROM
+ |WHERE
+ """.stripMargin.trim),
+ // test case 2: test SELECT-SELECT-EXACT_MATCH with SELECT containing join (derive from q64)
+ ("case_2",
+ """
+ |SELECT cs1.product_name, cs1.store_name, cs1.store_zip, cs1.b_street_number,
+ | cs1.b_streen_name, cs1.b_city, cs1.b_zip, cs1.c_street_number, cs1.c_street_name,
+ | cs1.c_city, cs1.c_zip, cs1.syear, cs1.cnt, cs1.s1, cs1.s2, cs1.s3, cs2.s1,
+ | cs2.s2, cs2.s3, cs2.syear, cs2.cnt
+ |FROM cross_sales cs1,cross_sales cs2
+ |WHERE cs1.item_sk=cs2.item_sk AND
+ | cs1.syear = 1999 AND
+ | cs2.syear = 1999 + 1 AND
+ | cs2.cnt <= cs1.cnt AND
+ | cs1.store_name = cs2.store_name AND
+ | cs1.store_zip = cs2.store_zip
+ """.stripMargin.trim,
+ """
+ |SELECT cs1.product_name, cs1.store_name, cs1.store_zip, cs1.b_street_number,
+ | cs1.b_streen_name, cs1.b_city, cs1.b_zip, cs1.c_street_number, cs1.c_street_name,
+ | cs1.c_city, cs1.c_zip, cs1.syear, cs1.cnt, cs1.s1, cs1.s2, cs1.s3, cs2.s1,
+ | cs2.s2, cs2.s3
+ |FROM cross_sales cs1,cross_sales cs2
+ |WHERE cs1.item_sk=cs2.item_sk AND
+ | cs1.syear = 1999 AND
+ | cs2.syear = 1999 + 1 AND
+ | cs2.cnt <= cs1.cnt AND
+ | cs1.store_name = cs2.store_name AND
+ | cs1.store_zip = cs2.store_zip
+ |ORDER BY cs1.product_name, cs1.store_name, cs2.cnt
+ """.stripMargin.trim,
+ """
+ |SELECT
+ |FROM
+ |WHERE
+ """.stripMargin.trim),
+ // test case 3: test simple SELECT with GROUPBY (from q99)
+ ("case_3",
+ """
+ |SELECT count(ss_sold_date_sk) as not_null_total,
+ | max(ss_sold_date_sk) as max_ss_sold_date_sk,
+ | max(ss_sold_time_sk) as max_ss_sold_time_sk,
+ | ss_item_sk,
+ | ss_store_sk
+ |FROM store_sales
+ |GROUP BY ss_item_sk, ss_store_sk
+ """.stripMargin.trim,
+ """
+ |SELECT count(ss_sold_date_sk) as not_null_total,
+ | max(ss_sold_date_sk) as max_ss_sold_date_sk,
+ | ss_item_sk,
+ | ss_store_sk
+ |FROM store_sales
+ |GROUP BY ss_item_sk, ss_store_sk
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subsumer_0.`not_null_total`,
+ | gen_subsumer_0.`max_ss_sold_date_sk`,
+ | gen_subsumer_0.`ss_item_sk`,
+ | gen_subsumer_0.`ss_store_sk`
+ |FROM
+ | (SELECT count(`ss_sold_date_sk`) AS `not_null_total`, max(`ss_sold_date_sk`) AS `max_ss_sold_date_sk`, max(`ss_sold_time_sk`) AS `max_ss_sold_time_sk`, `ss_item_sk`, `ss_store_sk`
+ | FROM store_sales
+ | GROUP BY `ss_item_sk`, `ss_store_sk`) gen_subsumer_0
+ """.stripMargin.trim),
+ // test case 4 test SELECT containing join with GROUPBY (from q65)
+ ("case_4",
+ """
+ |SELECT ss_store_sk, ss_item_sk, sum(ss_sales_price) as revenue
+ |FROM store_sales, date_dim
+ |WHERE ss_sold_date_sk = d_date_sk and d_month_seq between 1176 and 1176+11
+ |GROUP BY ss_store_sk, ss_item_sk
+ """.stripMargin.trim,
+ """
+ |SELECT ss_store_sk, ss_item_sk, sum(ss_sales_price) as revenue
+ |FROM store_sales, date_dim
+ |WHERE ss_sold_date_sk = d_date_sk and d_month_seq between 1176 and 1176+11
+ |GROUP BY ss_store_sk, ss_item_sk
+ """.stripMargin.trim,
+ """
+ |SELECT `ss_store_sk`, `ss_item_sk`, sum(`ss_sales_price`) AS `revenue`
+ |FROM
+ | store_sales
+ | INNER JOIN date_dim ON (`d_month_seq` >= 1176) AND (`d_month_seq` <= 1187) AND (`ss_sold_date_sk` = `d_date_sk`)
+ |GROUP BY `ss_store_sk`, `ss_item_sk`
+ """.stripMargin.trim),
+ // the following 6 cases involve an MV of store_sales, item, date_dim
+ // q3
+ ("case_5",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | item.i_manufact_id, substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | item.i_manufact_id, substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ | SELECT dt.d_year, item.i_brand_id brand_id, item.i_brand brand,SUM(ss_ext_sales_price) sum_agg
+ | FROM date_dim dt, store_sales, item
+ | WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ | AND item.i_manufact_id = 128
+ | AND dt.d_moy=11
+ | GROUP BY dt.d_year, item.i_brand, item.i_brand_id
+ | ORDER BY dt.d_year, sum_agg desc, brand_id
+ | LIMIT 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subsumer_0.`d_year`, gen_subsumer_0.`i_brand_id` AS `brand_id`, gen_subsumer_0.`i_brand` AS `brand`, sum(gen_subsumer_0.`sum_agg`) AS `sum_agg`
+ |FROM
+ | (SELECT `d_date`, `d_moy`, `d_year`, `i_brand`, `i_brand_id`, `i_item_id`, `i_item_desc`, `i_manufact_id`, substring(`i_item_desc`, 1, 30) AS `itemdesc`, `i_category`, `i_class`, `i_current_price`, `i_item_sk`, `ss_store_sk`, sum(`ss_ext_sales_price`) AS `sum_agg`, sum((CAST(CAST(`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(`ss_list_price` AS DECIMAL(12,2)))) AS `sales`, count(1) AS `number_sales`
+ | FROM
+ | date_dim dt
+ | INNER JOIN store_sales ON (`d_date_sk` = `ss_sold_date_sk`)
+ | INNER JOIN item ON (`ss_item_sk` = `i_item_sk`)
+ | GROUP BY `d_date`, `d_moy`, `d_year`, `i_brand`, `i_brand_id`, `i_item_id`, `i_item_desc`, `i_manufact_id`, substring(`i_item_desc`, 1, 30), `i_category`, `i_category_id`, `i_class`, `i_class_id`, `i_current_price`, `i_manager_id`, `i_item_sk`, `ss_store_sk`) gen_subsumer_0
+ |WHERE
+ | (gen_subsumer_0.`d_moy` = 11) AND (gen_subsumer_0.`i_manufact_id` = 128)
+ |GROUP BY gen_subsumer_0.`d_year`, gen_subsumer_0.`i_brand`, gen_subsumer_0.`i_brand_id`
+ |ORDER BY gen_subsumer_0.`d_year` ASC NULLS FIRST, `sum_agg` DESC NULLS LAST, `brand_id` ASC NULLS FIRST
+ |LIMIT 100
+ """.stripMargin.trim),
+ // q23a
+ ("case_6",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | item.i_manufact_id, substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | item.i_manufact_id, substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ | with frequent_ss_items as
+ | (select substr(i_item_desc,1,30) itemdesc,i_item_sk item_sk,d_date solddate,count(*) cnt
+ | from store_sales, date_dim, item
+ | where ss_sold_date_sk = d_date_sk
+ | and ss_item_sk = i_item_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by substr(i_item_desc,1,30),i_item_sk,d_date
+ | having count(*) >4),
+ | max_store_sales as
+ | (select max(csales) tpcds_cmax
+ | from (select c_customer_sk,sum(ss_quantity*ss_sales_price) csales
+ | from store_sales, customer, date_dim
+ | where ss_customer_sk = c_customer_sk
+ | and ss_sold_date_sk = d_date_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by c_customer_sk) x),
+ | best_ss_customer as
+ | (select c_customer_sk,sum(ss_quantity*ss_sales_price) ssales
+ | from store_sales, customer
+ | where ss_customer_sk = c_customer_sk
+ | group by c_customer_sk
+ | having sum(ss_quantity*ss_sales_price) > (50/100.0) *
+ | (select * from max_store_sales))
+ | select sum(sales)
+ | from ((select cs_quantity*cs_list_price sales
+ | from catalog_sales, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and cs_sold_date_sk = d_date_sk
+ | and cs_item_sk in (select item_sk from frequent_ss_items)
+ | and cs_bill_customer_sk in (select c_customer_sk from best_ss_customer))
+ | union all
+ | (select ws_quantity*ws_list_price sales
+ | from web_sales, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and ws_sold_date_sk = d_date_sk
+ | and ws_item_sk in (select item_sk from frequent_ss_items)
+ | and ws_bill_customer_sk in (select c_customer_sk from best_ss_customer))) y
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |SELECT sum(gen_subquery_4.`sales`) AS `sum(sales)`
+ |FROM
+ | (SELECT (CAST(CAST(catalog_sales.`cs_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(catalog_sales.`cs_list_price` AS DECIMAL(12,2))) AS `sales`
+ | FROM
+ | catalog_sales
+ | LEFT SEMI JOIN (SELECT gen_subsumer_0.`i_item_sk` AS `item_sk`, sum(gen_subsumer_0.`number_sales`) AS `count(1)`
+ | FROM
+ | (SELECT dt.`d_date`, dt.`d_moy`, dt.`d_year`, item.`i_brand`, item.`i_brand_id`, item.`i_item_id`, item.`i_item_desc`, item.`i_manufact_id`, substring(item.`i_item_desc`, 1, 30) AS `itemdesc`, item.`i_category`, item.`i_class`, item.`i_current_price`, item.`i_item_sk`, store_sales.`ss_store_sk`, sum(store_sales.`ss_ext_sales_price`) AS `sum_agg`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_list_price` AS DECIMAL(12,2)))) AS `sales`, count(1) AS `number_sales`
+ | FROM
+ | date_dim dt
+ | INNER JOIN store_sales ON (dt.`d_date_sk` = store_sales.`ss_sold_date_sk`)
+ | INNER JOIN item ON (store_sales.`ss_item_sk` = item.`i_item_sk`)
+ | GROUP BY dt.`d_date`, dt.`d_moy`, dt.`d_year`, item.`i_brand`, item.`i_brand_id`, item.`i_item_id`, item.`i_item_desc`, item.`i_manufact_id`, substring(item.`i_item_desc`, 1, 30), item.`i_category`, item.`i_category_id`, item.`i_class`, item.`i_class_id`, item.`i_current_price`, item.`i_manager_id`, item.`i_item_sk`, store_sales.`ss_store_sk`) gen_subsumer_0
+ | WHERE
+ | (gen_subsumer_0.`d_year` IN (2000, 2001, 2002, 2003))
+ | GROUP BY gen_subsumer_0.`itemdesc`, gen_subsumer_0.`i_item_sk`, gen_subsumer_0.`d_date`) gen_subquery_0 ON (gen_subquery_0.`count(1)` > 4L) AND (catalog_sales.`cs_item_sk` = gen_subquery_0.`item_sk`)
+ | LEFT SEMI JOIN (SELECT customer.`c_customer_sk`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#271 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#274 as decimal(12,2)))), DecimalType(18,2)))`
+ | FROM
+ | store_sales
+ | INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`)
+ | GROUP BY customer.`c_customer_sk`) gen_subquery_1 ON (CAST(gen_subquery_1.`sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#271 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#274 as decimal(12,2)))), DecimalType(18,2)))` AS DECIMAL(38,8)) > (0.500000BD * CAST((SELECT max(gen_scalar_subquery_0_0.`csales`) AS `tpcds_cmax` FROM (SELECT sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales` FROM store_sales INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`) INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`) GROUP BY customer.`c_customer_sk`) gen_scalar_subquery_0_0 ) AS DECIMAL(32,6)))) AND (catalog_sales.`cs_bill_customer_sk` = gen_subquery_1.`c_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2000) AND (date_dim.`d_moy` = 2) AND (catalog_sales.`cs_sold_date_sk` = date_dim.`d_date_sk`)
+ | UNION ALL
+ | SELECT (CAST(CAST(web_sales.`ws_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(web_sales.`ws_list_price` AS DECIMAL(12,2))) AS `sales`
+ | FROM
+ | web_sales
+ | LEFT SEMI JOIN (SELECT gen_subsumer_1.`i_item_sk` AS `item_sk`, sum(gen_subsumer_1.`number_sales`) AS `count(1)`
+ | FROM
+ | (SELECT dt.`d_date`, dt.`d_moy`, dt.`d_year`, item.`i_brand`, item.`i_brand_id`, item.`i_item_id`, item.`i_item_desc`, item.`i_manufact_id`, substring(item.`i_item_desc`, 1, 30) AS `itemdesc`, item.`i_category`, item.`i_class`, item.`i_current_price`, item.`i_item_sk`, store_sales.`ss_store_sk`, sum(store_sales.`ss_ext_sales_price`) AS `sum_agg`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_list_price` AS DECIMAL(12,2)))) AS `sales`, count(1) AS `number_sales`
+ | FROM
+ | date_dim dt
+ | INNER JOIN store_sales ON (dt.`d_date_sk` = store_sales.`ss_sold_date_sk`)
+ | INNER JOIN item ON (store_sales.`ss_item_sk` = item.`i_item_sk`)
+ | GROUP BY dt.`d_date`, dt.`d_moy`, dt.`d_year`, item.`i_brand`, item.`i_brand_id`, item.`i_item_id`, item.`i_item_desc`, item.`i_manufact_id`, substring(item.`i_item_desc`, 1, 30), item.`i_category`, item.`i_category_id`, item.`i_class`, item.`i_class_id`, item.`i_current_price`, item.`i_manager_id`, item.`i_item_sk`, store_sales.`ss_store_sk`) gen_subsumer_1
+ | WHERE
+ | (gen_subsumer_1.`d_year` IN (2000, 2001, 2002, 2003))
+ | GROUP BY gen_subsumer_1.`itemdesc`, gen_subsumer_1.`i_item_sk`, gen_subsumer_1.`d_date`) gen_subquery_2 ON (gen_subquery_2.`count(1)` > 4L) AND (web_sales.`ws_item_sk` = gen_subquery_2.`item_sk`)
+ | LEFT SEMI JOIN (SELECT customer.`c_customer_sk`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#271 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#274 as decimal(12,2)))), DecimalType(18,2)))`
+ | FROM
+ | store_sales
+ | INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`)
+ | GROUP BY customer.`c_customer_sk`) gen_subquery_3 ON (CAST(gen_subquery_3.`sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#271 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#274 as decimal(12,2)))), DecimalType(18,2)))` AS DECIMAL(38,8)) > (0.500000BD * CAST((SELECT max(gen_scalar_subquery_1_0.`csales`) AS `tpcds_cmax` FROM (SELECT sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales` FROM store_sales INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`) INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`) GROUP BY customer.`c_customer_sk`) gen_scalar_subquery_1_0 ) AS DECIMAL(32,6)))) AND (web_sales.`ws_bill_customer_sk` = gen_subquery_3.`c_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2000) AND (date_dim.`d_moy` = 2) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)) gen_subquery_4
+ |LIMIT 100
+ """.stripMargin.trim),
+ // q14a
+ ("case_7",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ |with cross_items as
+ | (select i_item_sk ss_item_sk
+ | from item,
+ | (select iss.i_brand_id brand_id, iss.i_class_id class_id, iss.i_category_id category_id
+ | from store_sales, item iss, date_dim d1
+ | where ss_item_sk = iss.i_item_sk
+ | and ss_sold_date_sk = d1.d_date_sk
+ | and d1.d_year between 1999 AND 1999 + 2
+ | intersect
+ | select ics.i_brand_id, ics.i_class_id, ics.i_category_id
+ | from catalog_sales, item ics, date_dim d2
+ | where cs_item_sk = ics.i_item_sk
+ | and cs_sold_date_sk = d2.d_date_sk
+ | and d2.d_year between 1999 AND 1999 + 2
+ | intersect
+ | select iws.i_brand_id, iws.i_class_id, iws.i_category_id
+ | from web_sales, item iws, date_dim d3
+ | where ws_item_sk = iws.i_item_sk
+ | and ws_sold_date_sk = d3.d_date_sk
+ | and d3.d_year between 1999 AND 1999 + 2) x
+ | where i_brand_id = brand_id
+ | and i_class_id = class_id
+ | and i_category_id = category_id
+ |),
+ | avg_sales as
+ | (select avg(quantity*list_price) average_sales
+ | from (
+ | select ss_quantity quantity, ss_list_price list_price
+ | from store_sales, date_dim
+ | where ss_sold_date_sk = d_date_sk
+ | and d_year between 1999 and 2001
+ | union all
+ | select cs_quantity quantity, cs_list_price list_price
+ | from catalog_sales, date_dim
+ | where cs_sold_date_sk = d_date_sk
+ | and d_year between 1999 and 1999 + 2
+ | union all
+ | select ws_quantity quantity, ws_list_price list_price
+ | from web_sales, date_dim
+ | where ws_sold_date_sk = d_date_sk
+ | and d_year between 1999 and 1999 + 2) x)
+ | select channel, i_brand_id,i_class_id,i_category_id,sum(sales), sum(number_sales)
+ | from(
+ | select 'store' channel, i_brand_id,i_class_id
+ | ,i_category_id,sum(ss_quantity*ss_list_price) sales
+ | , count(*) number_sales
+ | from store_sales, item, date_dim
+ | where ss_item_sk in (select ss_item_sk from cross_items)
+ | and ss_item_sk = i_item_sk
+ | and ss_sold_date_sk = d_date_sk
+ | and d_year = 1999+2
+ | and d_moy = 11
+ | group by i_brand_id,i_class_id,i_category_id
+ | having sum(ss_quantity*ss_list_price) > (select average_sales from avg_sales)
+ | union all
+ | select 'catalog' channel, i_brand_id,i_class_id,i_category_id, sum(cs_quantity*cs_list_price) sales, count(*) number_sales
+ | from catalog_sales, item, date_dim
+ | where cs_item_sk in (select ss_item_sk from cross_items)
+ | and cs_item_sk = i_item_sk
+ | and cs_sold_date_sk = d_date_sk
+ | and d_year = 1999+2
+ | and d_moy = 11
+ | group by i_brand_id,i_class_id,i_category_id
+ | having sum(cs_quantity*cs_list_price) > (select average_sales from avg_sales)
+ | union all
+ | select 'web' channel, i_brand_id,i_class_id,i_category_id, sum(ws_quantity*ws_list_price) sales , count(*) number_sales
+ | from web_sales, item, date_dim
+ | where ws_item_sk in (select ss_item_sk from cross_items)
+ | and ws_item_sk = i_item_sk
+ | and ws_sold_date_sk = d_date_sk
+ | and d_year = 1999+2
+ | and d_moy = 11
+ | group by i_brand_id,i_class_id,i_category_id
+ | having sum(ws_quantity*ws_list_price) > (select average_sales from avg_sales)
+ | ) y
+ | group by rollup (channel, i_brand_id,i_class_id,i_category_id)
+ | order by channel,i_brand_id,i_class_id,i_category_id
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // q55
+ ("case_8",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_manager_id, item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ |select i_brand_id brand_id, i_brand brand,
+ | sum(ss_ext_sales_price) ext_price
+ | from date_dim, store_sales, item
+ | where d_date_sk = ss_sold_date_sk
+ | and ss_item_sk = i_item_sk
+ | and i_manager_id=28
+ | and d_moy=11
+ | and d_year=1999
+ | group by i_brand, i_brand_id
+ | order by ext_price desc, brand_id
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subsumer_0.`i_brand_id` AS `brand_id`, gen_subsumer_0.`i_brand` AS `brand`, sum(gen_subsumer_0.`sum_agg`) AS `ext_price`
+ |FROM
+ | (SELECT `d_date`, `d_moy`, `d_year`, `i_brand`, `i_brand_id`, `i_item_id`, `i_item_desc`, substring(`i_item_desc`, 1, 30) AS `itemdesc`, `i_category`, `i_class`, `i_manager_id`, `i_current_price`, `i_item_sk`, `ss_store_sk`, sum(`ss_ext_sales_price`) AS `sum_agg`, sum((CAST(CAST(`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(`ss_list_price` AS DECIMAL(12,2)))) AS `sales`, count(1) AS `number_sales`
+ | FROM
+ | date_dim dt
+ | INNER JOIN store_sales ON (`d_date_sk` = `ss_sold_date_sk`)
+ | INNER JOIN item ON (`ss_item_sk` = `i_item_sk`)
+ | GROUP BY `d_date`, `d_moy`, `d_year`, `i_brand`, `i_brand_id`, `i_item_id`, `i_item_desc`, substring(`i_item_desc`, 1, 30), `i_category`, `i_category_id`, `i_class`, `i_class_id`, `i_current_price`, `i_manager_id`, `i_item_sk`, `ss_store_sk`) gen_subsumer_0
+ |WHERE
+ | (gen_subsumer_0.`d_moy` = 11) AND (gen_subsumer_0.`d_year` = 1999) AND (gen_subsumer_0.`i_manager_id` = 28)
+ |GROUP BY gen_subsumer_0.`i_brand`, gen_subsumer_0.`i_brand_id`
+ |ORDER BY `ext_price` DESC NULLS LAST, `brand_id` ASC NULLS FIRST
+ |LIMIT 100
+ """.stripMargin.trim),
+ // q98
+ ("case_9",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_manager_id, item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ |select i_item_desc, i_category, i_class, i_current_price
+ | ,sum(ss_ext_sales_price) as itemrevenue
+ | ,sum(ss_ext_sales_price)*100/sum(sum(ss_ext_sales_price)) over
+ | (partition by i_class) as revenueratio
+ |from
+ | store_sales, item, date_dim
+ |where
+ | ss_item_sk = i_item_sk
+ | and i_category in ('Sports', 'Books', 'Home')
+ | and ss_sold_date_sk = d_date_sk
+ | and d_date between cast('1999-02-22' as date)
+ | and (cast('1999-02-22' as date) + interval 30 days)
+ |group by
+ | i_item_id, i_item_desc, i_category, i_class, i_current_price
+ |order by
+ | i_category, i_class, i_item_id, i_item_desc, revenueratio
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // q76
+ ("case_10",
+ """
+ |SELECT dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30) itemdesc, item.i_category, item.i_class,
+ | item.i_manager_id, item.i_current_price, item.i_item_sk, store_sales.ss_store_sk,
+ | SUM(store_sales.ss_ext_sales_price) sum_agg,
+ | SUM(store_sales.ss_quantity*store_sales.ss_list_price) sales, count(*) number_sales
+ |FROM date_dim dt, store_sales, item
+ |WHERE dt.d_date_sk = store_sales.ss_sold_date_sk
+ | AND store_sales.ss_item_sk = item.i_item_sk
+ |GROUP BY dt.d_date, dt.d_moy, dt.d_year, item.i_brand, item.i_brand_id, item.i_item_id, item.i_item_desc,
+ | substr(item.i_item_desc, 1, 30), item.i_category, item.i_category_id,
+ | item.i_class, item.i_class_id, item.i_current_price, item.i_manager_id,
+ | item.i_item_sk, store_sales.ss_store_sk
+ """.stripMargin.trim,
+ """
+ | SELECT
+ | channel, col_name, d_year, d_qoy, i_category, COUNT(*) sales_cnt,
+ | SUM(ext_sales_price) sales_amt
+ | FROM(
+ | SELECT
+ | 'store' as channel, ss_store_sk col_name, d_year, d_qoy, i_category,
+ | ss_ext_sales_price ext_sales_price
+ | FROM store_sales, item, date_dim
+ | WHERE ss_store_sk IS NULL
+ | AND ss_sold_date_sk=d_date_sk
+ | AND ss_item_sk=i_item_sk
+ | UNION ALL
+ | SELECT
+ | 'web' as channel, ws_ship_customer_sk col_name, d_year, d_qoy, i_category,
+ | ws_ext_sales_price ext_sales_price
+ | FROM web_sales, item, date_dim
+ | WHERE ws_ship_customer_sk IS NULL
+ | AND ws_sold_date_sk=d_date_sk
+ | AND ws_item_sk=i_item_sk
+ | UNION ALL
+ | SELECT
+ | 'catalog' as channel, cs_ship_addr_sk col_name, d_year, d_qoy, i_category,
+ | cs_ext_sales_price ext_sales_price
+ | FROM catalog_sales, item, date_dim
+ | WHERE cs_ship_addr_sk IS NULL
+ | AND cs_sold_date_sk=d_date_sk
+ | AND cs_item_sk=i_item_sk) foo
+ | GROUP BY channel, col_name, d_year, d_qoy, i_category
+ | ORDER BY channel, col_name, d_year, d_qoy, i_category
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // the following four cases involve a MV of catalog_sales, item, date_dim
+ // q20
+ ("case_11",
+ """
+ |SELECT cs_ship_addr_sk , d_date, d_year, d_qoy, d_moy, i_category,i_item_sk, i_item_id,
+ | i_item_desc, i_class, i_current_price, i_brand_id, i_class_id, i_category_id, i_manufact_id,
+ | SUM(cs_ext_sales_price) sales_amt,
+ | SUM(cs_quantity*cs_list_price) sales,
+ | SUM(cs_ext_discount_amt) as `excess discount amount`,
+ | count(*) number_sales
+ |FROM catalog_sales, item, date_dim
+ |WHERE cs_item_sk = i_item_sk
+ | AND cs_sold_date_sk = d_date_sk
+ |GROUP BY i_brand_id, i_class_id, i_category_id, i_item_id, i_item_desc, i_category, i_class,
+ | i_current_price, i_manufact_id, d_date, d_moy, d_qoy, d_year, cs_ship_addr_sk, i_item_sk
+ """.stripMargin.trim,
+ """
+ |select i_item_desc
+ | ,i_category
+ | ,i_class
+ | ,i_current_price
+ | ,sum(cs_ext_sales_price) as itemrevenue
+ | ,sum(cs_ext_sales_price)*100/sum(sum(cs_ext_sales_price)) over
+ | (partition by i_class) as revenueratio
+ | from catalog_sales, item, date_dim
+ | where cs_item_sk = i_item_sk
+ | and i_category in ('Sports', 'Books', 'Home')
+ | and cs_sold_date_sk = d_date_sk
+ | and d_date between cast('1999-02-22' as date)
+ | and (cast('1999-02-22' as date) + interval 30 days)
+ | group by i_item_id, i_item_desc, i_category, i_class, i_current_price
+ | order by i_category, i_class, i_item_id, i_item_desc, revenueratio
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subquery_1.`i_item_desc`, gen_subquery_1.`i_category`, gen_subquery_1.`i_class`, gen_subquery_1.`i_current_price`, gen_subquery_1.`itemrevenue`, ((gen_subquery_1.`_w0` * 100.00BD) / CAST(gen_subquery_1.`_we0` AS DECIMAL(28,2))) AS `revenueratio`
+ |FROM
+ | (SELECT gen_subquery_0.`i_item_desc`, gen_subquery_0.`i_category`, gen_subquery_0.`i_class`, gen_subquery_0.`i_current_price`, gen_subquery_0.`itemrevenue`, gen_subquery_0.`_w0`, gen_subquery_0.`_w1`, gen_subquery_0.`i_item_id`, sum(gen_subquery_0.`_w1`) OVER (PARTITION BY gen_subquery_0.`i_class` ROWS BETWEEN UNBOUNDED PRECEDING AND UNBOUNDED FOLLOWING) AS `_we0`
+ | FROM
+ | (SELECT gen_subsumer_0.`i_item_desc`, gen_subsumer_0.`i_category`, gen_subsumer_0.`i_class`, gen_subsumer_0.`i_current_price`, sum(gen_subsumer_0.`sales_amt`) AS `itemrevenue`, sum(gen_subsumer_0.`sales_amt`) AS `_w0`, sum(gen_subsumer_0.`sales_amt`) AS `_w1`, gen_subsumer_0.`i_item_id`
+ | FROM
+ | (SELECT `cs_ship_addr_sk`, `d_date`, `d_year`, `d_qoy`, `d_moy`, `i_category`, `cs_ship_addr_sk`, `i_item_sk`, `i_item_id`, `i_item_desc`, `i_class`, `i_current_price`, `i_brand_id`, `i_class_id`, `i_category_id`, `i_manufact_id`, sum(`cs_ext_sales_price`) AS `sales_amt`, sum((CAST(CAST(`cs_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(`cs_list_price` AS DECIMAL(12,2)))) AS `sales`, sum(`cs_ext_discount_amt`) AS `excess discount amount`, count(1) AS `number_sales`
+ | FROM
+ | catalog_sales
+ | INNER JOIN item ON (`cs_item_sk` = `i_item_sk`)
+ | INNER JOIN date_dim ON (`cs_sold_date_sk` = `d_date_sk`)
+ | GROUP BY `i_brand_id`, `i_class_id`, `i_category_id`, `i_item_id`, `i_item_desc`, `i_category`, `i_class`, `i_current_price`, `i_manufact_id`, `d_date`, `d_moy`, `d_qoy`, `d_year`, `cs_ship_addr_sk`, `i_item_sk`) gen_subsumer_0
+ | WHERE
+ | (gen_subsumer_0.`i_category` IN ('Sports', 'Books', 'Home')) AND (gen_subsumer_0.`d_date` >= DATE '1999-02-22') AND (gen_subsumer_0.`d_date` <= DATE '1999-03-24')
+ | GROUP BY gen_subsumer_0.`i_item_id`, gen_subsumer_0.`i_item_desc`, gen_subsumer_0.`i_category`, gen_subsumer_0.`i_class`, gen_subsumer_0.`i_current_price`) gen_subquery_0 ) gen_subquery_1
+ |ORDER BY gen_subquery_1.`i_category` ASC NULLS FIRST, gen_subquery_1.`i_class` ASC NULLS FIRST, gen_subquery_1.`i_item_id` ASC NULLS FIRST, gen_subquery_1.`i_item_desc` ASC NULLS FIRST, `revenueratio` ASC NULLS FIRST
+ |LIMIT 100
+ """.stripMargin.trim),
+ // q32
+ ("case_12",
+ """
+ |SELECT cs_ship_addr_sk , d_date, d_year, d_qoy, d_moy, i_category, cs_ship_addr_sk,i_item_sk, i_item_id,
+ | i_item_desc, i_class, i_current_price, i_brand_id, i_class_id, i_category_id, i_manufact_id,
+ | SUM(cs_ext_sales_price) sales_amt,
+ | SUM(cs_quantity*cs_list_price) sales,
+ | SUM(cs_ext_discount_amt) as `excess discount amount`,
+ | count(*) number_sales
+ |FROM catalog_sales, item, date_dim
+ |WHERE cs_item_sk = i_item_sk
+ | AND cs_sold_date_sk = d_date_sk
+ |GROUP BY i_brand_id, i_class_id, i_category_id, i_item_id, i_item_desc, i_category, i_class,
+ | i_current_price, i_manufact_id, d_date, d_moy, d_qoy, d_year, cs_ship_addr_sk, i_item_sk
+ """.stripMargin.trim,
+ """
+ | select sum(cs_ext_discount_amt) as `excess discount amount`
+ | from
+ | catalog_sales, item, date_dim
+ | where
+ | i_manufact_id = 977
+ | and i_item_sk = cs_item_sk
+ | and d_date between '2000-01-27' and (cast('2000-01-27' as date) + interval 90 days)
+ | and d_date_sk = cs_sold_date_sk
+ | and cs_ext_discount_amt > (
+ | select 1.3 * avg(cs_ext_discount_amt)
+ | from catalog_sales, date_dim
+ | where cs_item_sk = i_item_sk
+ | and d_date between '2000-01-27]' and (cast('2000-01-27' as date) + interval 90 days)
+ | and d_date_sk = cs_sold_date_sk)
+ |limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // q58 debug
+ ("case_13",
+ """
+ |SELECT cs_ship_addr_sk , d_date, d_year, d_qoy, d_moy, i_category, cs_ext_sales_price, cs_ship_addr_sk, i_item_sk, i_item_id,
+ | i_item_desc, i_class, i_current_price, i_brand_id, i_class_id, i_category_id, i_manufact_id,
+ | SUM(cs_ext_sales_price) sales_amt,
+ | SUM(cs_ext_sales_price)*100/sum(sum(cs_ext_sales_price)) over
+ | (partition by i_class) as revenueratio
+ | SUM(cs_quantity*cs_list_price) sales,
+ | SUM(cs_ext_discount_amt) as `excess discount amount`,
+ | count(*) number_sales
+ |FROM catalog_sales, item, date_dim
+ |WHERE cs_item_sk = i_item_sk
+ | AND cs_sold_date_sk = d_date_sk
+ |GROUP BY i_brand_id, i_class_id, i_category_id, i_item_id, i_item_desc, i_category, i_class,
+ | i_current_price, i_manufact_id, d_date, d_moy, d_qoy, d_year, cs_ship_addr_sk, i_item_sk
+ """.stripMargin.trim,
+ """
+ | with ss_items as
+ | (select i_item_id item_id, sum(ss_ext_sales_price) ss_item_rev
+ | from store_sales, item, date_dim
+ | where ss_item_sk = i_item_sk
+ | and d_date in (select d_date
+ | from date_dim
+ | where d_week_seq = (select d_week_seq
+ | from date_dim
+ | where d_date = '2000-01-03'))
+ | and ss_sold_date_sk = d_date_sk
+ | group by i_item_id),
+ | cs_items as
+ | (select i_item_id item_id
+ | ,sum(cs_ext_sales_price) cs_item_rev
+ | from catalog_sales, item, date_dim
+ | where cs_item_sk = i_item_sk
+ | and d_date in (select d_date
+ | from date_dim
+ | where d_week_seq = (select d_week_seq
+ | from date_dim
+ | where d_date = '2000-01-03'))
+ | and cs_sold_date_sk = d_date_sk
+ | group by i_item_id),
+ | ws_items as
+ | (select i_item_id item_id, sum(ws_ext_sales_price) ws_item_rev
+ | from web_sales, item, date_dim
+ | where ws_item_sk = i_item_sk
+ | and d_date in (select d_date
+ | from date_dim
+ | where d_week_seq =(select d_week_seq
+ | from date_dim
+ | where d_date = '2000-01-03'))
+ | and ws_sold_date_sk = d_date_sk
+ | group by i_item_id)
+ | select ss_items.item_id
+ | ,ss_item_rev
+ | ,ss_item_rev/(ss_item_rev+cs_item_rev+ws_item_rev)/3 * 100 ss_dev
+ | ,cs_item_rev
+ | ,cs_item_rev/(ss_item_rev+cs_item_rev+ws_item_rev)/3 * 100 cs_dev
+ | ,ws_item_rev
+ | ,ws_item_rev/(ss_item_rev+cs_item_rev+ws_item_rev)/3 * 100 ws_dev
+ | ,(ss_item_rev+cs_item_rev+ws_item_rev)/3 average
+ | from ss_items,cs_items,ws_items
+ | where ss_items.item_id=cs_items.item_id
+ | and ss_items.item_id=ws_items.item_id
+ | and ss_item_rev between 0.9 * cs_item_rev and 1.1 * cs_item_rev
+ | and ss_item_rev between 0.9 * ws_item_rev and 1.1 * ws_item_rev
+ | and cs_item_rev between 0.9 * ss_item_rev and 1.1 * ss_item_rev
+ | and cs_item_rev between 0.9 * ws_item_rev and 1.1 * ws_item_rev
+ | and ws_item_rev between 0.9 * ss_item_rev and 1.1 * ss_item_rev
+ | and ws_item_rev between 0.9 * cs_item_rev and 1.1 * cs_item_rev
+ | order by item_id, ss_item_rev
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // q76
+ ("case_14",
+ """
+ |SELECT cs_ship_addr_sk , d_date, d_year, d_qoy, d_moy, i_category, cs_ext_sales_price, cs_ship_addr_sk, i_item_sk, i_item_id,
+ | i_item_desc, i_class, i_current_price, i_brand_id, i_class_id, i_category_id, i_manufact_id,
+ | SUM(cs_ext_sales_price) sales_amt,
+ | SUM(cs_quantity*cs_list_price) sales,
+ | SUM(cs_ext_discount_amt) as `excess discount amount`,
+ | count(*) number_sales
+ |FROM catalog_sales, item, date_dim
+ |WHERE cs_item_sk = i_item_sk
+ | AND cs_sold_date_sk = d_date_sk
+ |GROUP BY i_brand_id, i_class_id, i_category_id, i_item_id, i_item_desc, i_category, i_class,
+ | i_current_price, i_manufact_id, d_date, d_moy, d_qoy, d_year, cs_ship_addr_sk, i_item_sk
+ """.stripMargin.trim,
+ """
+ | SELECT
+ | channel, col_name, d_year, d_qoy, i_category, COUNT(*) sales_cnt,
+ | SUM(ext_sales_price) sales_amt
+ | FROM(
+ | SELECT
+ | 'store' as channel, ss_store_sk col_name, d_year, d_qoy, i_category,
+ | ss_ext_sales_price ext_sales_price
+ | FROM store_sales, item, date_dim
+ | WHERE ss_store_sk IS NULL
+ | AND ss_sold_date_sk=d_date_sk
+ | AND ss_item_sk=i_item_sk
+ | UNION ALL
+ | SELECT
+ | 'web' as channel, ws_ship_customer_sk col_name, d_year, d_qoy, i_category,
+ | ws_ext_sales_price ext_sales_price
+ | FROM web_sales, item, date_dim
+ | WHERE ws_ship_customer_sk IS NULL
+ | AND ws_sold_date_sk=d_date_sk
+ | AND ws_item_sk=i_item_sk
+ | UNION ALL
+ | SELECT
+ | 'catalog' as channel, cs_ship_addr_sk col_name, d_year, d_qoy, i_category,
+ | cs_ext_sales_price ext_sales_price
+ | FROM catalog_sales, item, date_dim
+ | WHERE cs_ship_addr_sk IS NULL
+ | AND cs_sold_date_sk=d_date_sk
+ | AND cs_item_sk=i_item_sk) foo
+ | GROUP BY channel, col_name, d_year, d_qoy, i_category
+ | ORDER BY channel, col_name, d_year, d_qoy, i_category
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // the following two cases involve a MV of store_sales and customer
+ // q23a
+ ("case_15",
+ """
+ | SELECT c_customer_sk,
+ | sum(ss_quantity*ss_sales_price) csales
+ | FROM customer, store_sales
+ | WHERE c_customer_sk = ss_customer_sk
+ | GROUP BY c_customer_sk
+ """.stripMargin.trim,
+ """
+ | with frequent_ss_items as
+ | (select substr(i_item_desc,1,30) itemdesc,i_item_sk item_sk,d_date solddate,count(*) cnt
+ | from store_sales, date_dim, item
+ | where ss_sold_date_sk = d_date_sk
+ | and ss_item_sk = i_item_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by substr(i_item_desc,1,30),i_item_sk,d_date
+ | having count(*) >4),
+ | max_store_sales as
+ | (select max(csales) tpcds_cmax
+ | from (select c_customer_sk,sum(ss_quantity*ss_sales_price) csales
+ | from store_sales, customer, date_dim
+ | where ss_customer_sk = c_customer_sk
+ | and ss_sold_date_sk = d_date_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by c_customer_sk) x),
+ | best_ss_customer as
+ | (select c_customer_sk,sum(ss_quantity*ss_sales_price) ssales
+ | from store_sales, customer
+ | where ss_customer_sk = c_customer_sk
+ | group by c_customer_sk
+ | having sum(ss_quantity*ss_sales_price) > (50/100.0) *
+ | (select * from max_store_sales))
+ | select sum(sales)
+ | from ((select cs_quantity*cs_list_price sales
+ | from catalog_sales, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and cs_sold_date_sk = d_date_sk
+ | and cs_item_sk in (select item_sk from frequent_ss_items)
+ | and cs_bill_customer_sk in (select c_customer_sk from best_ss_customer))
+ | union all
+ | (select ws_quantity*ws_list_price sales
+ | from web_sales, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and ws_sold_date_sk = d_date_sk
+ | and ws_item_sk in (select item_sk from frequent_ss_items)
+ | and ws_bill_customer_sk in (select c_customer_sk from best_ss_customer))) y
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ // q23b
+ ("case_16",
+ """
+ | SELECT c_customer_sk,
+ | sum(ss_quantity*ss_sales_price) csales
+ | FROM customer, store_sales
+ | WHERE c_customer_sk = ss_customer_sk
+ | GROUP BY c_customer_sk
+ """.stripMargin.trim,
+ """
+ |
+ | with frequent_ss_items as
+ | (select substr(i_item_desc,1,30) itemdesc,i_item_sk item_sk,d_date solddate,count(*) cnt
+ | from store_sales, date_dim, item
+ | where ss_sold_date_sk = d_date_sk
+ | and ss_item_sk = i_item_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by substr(i_item_desc,1,30),i_item_sk,d_date
+ | having count(*) > 4),
+ | max_store_sales as
+ | (select max(csales) tpcds_cmax
+ | from (select c_customer_sk,sum(ss_quantity*ss_sales_price) csales
+ | from store_sales, customer, date_dim
+ | where ss_customer_sk = c_customer_sk
+ | and ss_sold_date_sk = d_date_sk
+ | and d_year in (2000, 2000+1, 2000+2,2000+3)
+ | group by c_customer_sk) x),
+ | best_ss_customer as
+ | (select c_customer_sk,sum(ss_quantity*ss_sales_price) ssales
+ | from store_sales
+ | ,customer
+ | where ss_customer_sk = c_customer_sk
+ | group by c_customer_sk
+ | having sum(ss_quantity*ss_sales_price) > (50/100.0) *
+ | (select * from max_store_sales))
+ | select c_last_name,c_first_name,sales
+ | from ((select c_last_name,c_first_name,sum(cs_quantity*cs_list_price) sales
+ | from catalog_sales, customer, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and cs_sold_date_sk = d_date_sk
+ | and cs_item_sk in (select item_sk from frequent_ss_items)
+ | and cs_bill_customer_sk in (select c_customer_sk from best_ss_customer)
+ | and cs_bill_customer_sk = c_customer_sk
+ | group by c_last_name,c_first_name)
+ | union all
+ | (select c_last_name,c_first_name,sum(ws_quantity*ws_list_price) sales
+ | from web_sales, customer, date_dim
+ | where d_year = 2000
+ | and d_moy = 2
+ | and ws_sold_date_sk = d_date_sk
+ | and ws_item_sk in (select item_sk from frequent_ss_items)
+ | and ws_bill_customer_sk in (select c_customer_sk from best_ss_customer)
+ | and ws_bill_customer_sk = c_customer_sk
+ | group by c_last_name,c_first_name)) y
+ | order by c_last_name,c_first_name,sales
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subquery_6.`c_last_name`, gen_subquery_6.`c_first_name`, gen_subquery_6.`sales`
+ |FROM
+ | (SELECT gen_subquery_2.`c_last_name`, gen_subquery_2.`c_first_name`, sum((CAST(CAST(gen_subquery_2.`cs_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(gen_subquery_2.`cs_list_price` AS DECIMAL(12,2)))) AS `sales`
+ | FROM
+ | (SELECT `cs_quantity`, `cs_list_price`, `c_first_name`, `c_last_name`
+ | FROM
+ | catalog_sales
+ | LEFT SEMI JOIN (SELECT item.`i_item_sk` AS `item_sk`, count(1) AS `count(1)`
+ | FROM
+ | store_sales
+ | INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`)
+ | INNER JOIN item ON (store_sales.`ss_item_sk` = item.`i_item_sk`)
+ | GROUP BY substring(item.`i_item_desc`, 1, 30), item.`i_item_sk`, date_dim.`d_date`) gen_subquery_0 ON (gen_subquery_0.`count(1)` > 4L) AND (catalog_sales.`cs_item_sk` = gen_subquery_0.`item_sk`)
+ | LEFT SEMI JOIN (SELECT customer.`c_customer_sk`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (customer.`c_customer_sk` = store_sales.`ss_customer_sk`)
+ | GROUP BY customer.`c_customer_sk`) gen_subquery_1 ON (catalog_sales.`cs_bill_customer_sk` = gen_subquery_1.`c_customer_sk`)
+ | INNER JOIN customer ON (catalog_sales.`cs_bill_customer_sk` = customer.`c_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2000) AND (date_dim.`d_moy` = 2) AND (catalog_sales.`cs_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | (CAST(`sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#219 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#222 as decimal(12,2)))), DecimalType(18,2)))` AS DECIMAL(38,8)) > (0.500000BD * CAST((SELECT max(gen_expression_0_0.`csales`) AS `tpcds_cmax` FROM (SELECT sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales` FROM store_sales INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`) INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`) GROUP BY customer.`c_customer_sk`) gen_expression_0_0 ) AS DECIMAL(32,6))))) gen_subquery_2
+ | GROUP BY gen_subquery_2.`c_last_name`, gen_subquery_2.`c_first_name`
+ | UNION ALL
+ | SELECT gen_subquery_5.`c_last_name`, gen_subquery_5.`c_first_name`, sum((CAST(CAST(gen_subquery_5.`ws_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(gen_subquery_5.`ws_list_price` AS DECIMAL(12,2)))) AS `sales`
+ | FROM
+ | (SELECT `ws_quantity`, `ws_list_price`, `c_first_name`, `c_last_name`
+ | FROM
+ | web_sales
+ | LEFT SEMI JOIN (SELECT item.`i_item_sk` AS `item_sk`, count(1) AS `count(1)`
+ | FROM
+ | store_sales
+ | INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`)
+ | INNER JOIN item ON (store_sales.`ss_item_sk` = item.`i_item_sk`)
+ | GROUP BY substring(item.`i_item_desc`, 1, 30), item.`i_item_sk`, date_dim.`d_date`) gen_subquery_3 ON (gen_subquery_3.`count(1)` > 4L) AND (web_sales.`ws_item_sk` = gen_subquery_3.`item_sk`)
+ | LEFT SEMI JOIN (SELECT customer.`c_customer_sk`, sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (customer.`c_customer_sk` = store_sales.`ss_customer_sk`)
+ | GROUP BY customer.`c_customer_sk`) gen_subquery_4 ON (web_sales.`ws_bill_customer_sk` = gen_subquery_4.`c_customer_sk`)
+ | INNER JOIN customer ON (web_sales.`ws_bill_customer_sk` = customer.`c_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2000) AND (date_dim.`d_moy` = 2) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | (CAST(`sum(CheckOverflow((promote_precision(cast(cast(ss_quantity#219 as decimal(10,0)) as decimal(12,2))) * promote_precision(cast(ss_sales_price#222 as decimal(12,2)))), DecimalType(18,2)))` AS DECIMAL(38,8)) > (0.500000BD * CAST((SELECT max(gen_expression_1_0.`csales`) AS `tpcds_cmax` FROM (SELECT sum((CAST(CAST(store_sales.`ss_quantity` AS DECIMAL(10,0)) AS DECIMAL(12,2)) * CAST(store_sales.`ss_sales_price` AS DECIMAL(12,2)))) AS `csales` FROM store_sales INNER JOIN customer ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`) INNER JOIN date_dim ON (date_dim.`d_year` IN (2000, 2001, 2002, 2003)) AND (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`) GROUP BY customer.`c_customer_sk`) gen_expression_1_0 ) AS DECIMAL(32,6))))) gen_subquery_5
+ | GROUP BY gen_subquery_5.`c_last_name`, gen_subquery_5.`c_first_name`) gen_subquery_6
+ |ORDER BY gen_subquery_6.`c_last_name` ASC NULLS FIRST, gen_subquery_6.`c_first_name` ASC NULLS FIRST, gen_subquery_6.`sales` ASC NULLS FIRST
+ |LIMIT 100
+ """.stripMargin.trim),
+ // the following cases involve a MV of store_sales, customer and date
+ // q4
+ ("case_17",
+ """
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | d_date ddate,
+ | sum(((ss_ext_list_price-ss_ext_wholesale_cost-ss_ext_discount_amt)+ss_ext_sales_price)/2) year_total,
+ | sum(ss_ext_list_price-ss_ext_discount_amt) year_total1,
+ | sum(ss_net_paid) year_total_74,
+ | 's' sale_type
+ | FROM customer, store_sales, date_dim
+ | WHERE c_customer_sk = ss_customer_sk AND ss_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year,
+ | d_date
+ """.stripMargin.trim,
+ """
+ |WITH year_total AS (
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | sum(((ss_ext_list_price-ss_ext_wholesale_cost-ss_ext_discount_amt)+ss_ext_sales_price)/2) year_total,
+ | 's' sale_type
+ | FROM customer, store_sales, date_dim
+ | WHERE c_customer_sk = ss_customer_sk AND ss_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year
+ | UNION ALL
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | sum((((cs_ext_list_price-cs_ext_wholesale_cost-cs_ext_discount_amt)+cs_ext_sales_price)/2) ) year_total,
+ | 'c' sale_type
+ | FROM customer, catalog_sales, date_dim
+ | WHERE c_customer_sk = cs_bill_customer_sk AND cs_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year
+ | UNION ALL
+ | SELECT c_customer_id customer_id
+ | ,c_first_name customer_first_name
+ | ,c_last_name customer_last_name
+ | ,c_preferred_cust_flag customer_preferred_cust_flag
+ | ,c_birth_country customer_birth_country
+ | ,c_login customer_login
+ | ,c_email_address customer_email_address
+ | ,d_year dyear
+ | ,sum((((ws_ext_list_price-ws_ext_wholesale_cost-ws_ext_discount_amt)+ws_ext_sales_price)/2) ) year_total
+ | ,'w' sale_type
+ | FROM customer, web_sales, date_dim
+ | WHERE c_customer_sk = ws_bill_customer_sk AND ws_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year)
+ | SELECT
+ | t_s_secyear.customer_id,
+ | t_s_secyear.customer_first_name,
+ | t_s_secyear.customer_last_name,
+ | t_s_secyear.customer_preferred_cust_flag,
+ | t_s_secyear.customer_birth_country,
+ | t_s_secyear.customer_login,
+ | t_s_secyear.customer_email_address
+ | FROM year_total t_s_firstyear, year_total t_s_secyear, year_total t_c_firstyear,
+ | year_total t_c_secyear, year_total t_w_firstyear, year_total t_w_secyear
+ | WHERE t_s_secyear.customer_id = t_s_firstyear.customer_id
+ | and t_s_firstyear.customer_id = t_c_secyear.customer_id
+ | and t_s_firstyear.customer_id = t_c_firstyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_firstyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_secyear.customer_id
+ | and t_s_firstyear.sale_type = 's'
+ | and t_c_firstyear.sale_type = 'c'
+ | and t_w_firstyear.sale_type = 'w'
+ | and t_s_secyear.sale_type = 's'
+ | and t_c_secyear.sale_type = 'c'
+ | and t_w_secyear.sale_type = 'w'
+ | and t_s_firstyear.dyear = 2001
+ | and t_s_secyear.dyear = 2001+1
+ | and t_c_firstyear.dyear = 2001
+ | and t_c_secyear.dyear = 2001+1
+ | and t_w_firstyear.dyear = 2001
+ | and t_w_secyear.dyear = 2001+1
+ | and t_s_firstyear.year_total > 0
+ | and t_c_firstyear.year_total > 0
+ | and t_w_firstyear.year_total > 0
+ | and case when t_c_firstyear.year_total > 0 then t_c_secyear.year_total / t_c_firstyear.year_total else null end
+ | > case when t_s_firstyear.year_total > 0 then t_s_secyear.year_total / t_s_firstyear.year_total else null end
+ | and case when t_c_firstyear.year_total > 0 then t_c_secyear.year_total / t_c_firstyear.year_total else null end
+ | > case when t_w_firstyear.year_total > 0 then t_w_secyear.year_total / t_w_firstyear.year_total else null end
+ | ORDER BY
+ | t_s_secyear.customer_id,
+ | t_s_secyear.customer_first_name,
+ | t_s_secyear.customer_last_name,
+ | t_s_secyear.customer_preferred_cust_flag,
+ | t_s_secyear.customer_birth_country,
+ | t_s_secyear.customer_login,
+ | t_s_secyear.customer_email_address
+ | LIMIT 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ //q11
+ ("case_18",
+ """
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | d_date ddate,
+ | sum(((ss_ext_list_price-ss_ext_wholesale_cost-ss_ext_discount_amt)+ss_ext_sales_price)/2) year_total,
+ | sum(ss_ext_list_price-ss_ext_discount_amt) year_total1,
+ | sum(ss_net_paid) year_total_74,
+ | 's' sale_type
+ | FROM customer, store_sales, date_dim
+ | WHERE c_customer_sk = ss_customer_sk AND ss_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year,
+ | d_date
+ """.stripMargin.trim,
+ """
+ | with year_total as (
+ | select c_customer_id customer_id
+ | ,c_first_name customer_first_name
+ | ,c_last_name customer_last_name
+ | ,c_preferred_cust_flag customer_preferred_cust_flag
+ | ,c_birth_country customer_birth_country
+ | ,c_login customer_login
+ | ,c_email_address customer_email_address
+ | ,d_year dyear
+ | ,sum(ss_ext_list_price-ss_ext_discount_amt) year_total
+ | ,'s' sale_type
+ | from customer, store_sales, date_dim
+ | where c_customer_sk = ss_customer_sk
+ | and ss_sold_date_sk = d_date_sk
+ | group by c_customer_id
+ | ,c_first_name
+ | ,c_last_name
+ | ,d_year
+ | ,c_preferred_cust_flag
+ | ,c_birth_country
+ | ,c_login
+ | ,c_email_address
+ | ,d_year
+ | union all
+ | select c_customer_id customer_id
+ | ,c_first_name customer_first_name
+ | ,c_last_name customer_last_name
+ | ,c_preferred_cust_flag customer_preferred_cust_flag
+ | ,c_birth_country customer_birth_country
+ | ,c_login customer_login
+ | ,c_email_address customer_email_address
+ | ,d_year dyear
+ | ,sum(ws_ext_list_price-ws_ext_discount_amt) year_total
+ | ,'w' sale_type
+ | from customer, web_sales, date_dim
+ | where c_customer_sk = ws_bill_customer_sk
+ | and ws_sold_date_sk = d_date_sk
+ | group by
+ | c_customer_id, c_first_name, c_last_name, c_preferred_cust_flag, c_birth_country,
+ | c_login, c_email_address, d_year)
+ | select
+ | t_s_secyear.customer_preferred_cust_flag
+ | from year_total t_s_firstyear
+ | ,year_total t_s_secyear
+ | ,year_total t_w_firstyear
+ | ,year_total t_w_secyear
+ | where t_s_secyear.customer_id = t_s_firstyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_secyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_firstyear.customer_id
+ | and t_s_firstyear.sale_type = 's'
+ | and t_w_firstyear.sale_type = 'w'
+ | and t_s_secyear.sale_type = 's'
+ | and t_w_secyear.sale_type = 'w'
+ | and t_s_firstyear.dyear = 2001
+ | and t_s_secyear.dyear = 2001+1
+ | and t_w_firstyear.dyear = 2001
+ | and t_w_secyear.dyear = 2001+1
+ | and t_s_firstyear.year_total > 0
+ | and t_w_firstyear.year_total > 0
+ | and case when t_w_firstyear.year_total > 0 then t_w_secyear.year_total / t_w_firstyear.year_total else null end
+ | > case when t_s_firstyear.year_total > 0 then t_s_secyear.year_total / t_s_firstyear.year_total else null end
+ | order by t_s_secyear.customer_preferred_cust_flag
+ | LIMIT 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subquery_1.`customer_preferred_cust_flag`
+ |FROM
+ | (SELECT gen_subsumer_0.`customer_id` AS `customer_id`, sum(gen_subsumer_0.`year_total1`) AS `year_total`
+ | FROM
+ | (SELECT `c_customer_id` AS `customer_id`, `c_first_name` AS `customer_first_name`, `c_last_name` AS `customer_last_name`, `c_preferred_cust_flag` AS `customer_preferred_cust_flag`, `c_birth_country` AS `customer_birth_country`, `c_login` AS `customer_login`, `c_email_address` AS `customer_email_address`, `d_year` AS `dyear`, `d_date` AS `ddate`, sum((CAST((((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, sum((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total1`, sum(`ss_net_paid`) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (`c_customer_sk` = `ss_customer_sk`)
+ | INNER JOIN date_dim ON (`ss_sold_date_sk` = `d_date_sk`)
+ | GROUP BY `c_customer_id`, `c_first_name`, `c_last_name`, `c_preferred_cust_flag`, `c_birth_country`, `c_login`, `c_email_address`, `d_year`, `d_date`) gen_subsumer_0
+ | WHERE
+ | (gen_subsumer_0.`dyear` = 2001)
+ | GROUP BY gen_subsumer_0.`customer_id`, gen_subsumer_0.`customer_first_name`, gen_subsumer_0.`customer_last_name`, gen_subsumer_0.`dyear`, gen_subsumer_0.`customer_preferred_cust_flag`, gen_subsumer_0.`customer_birth_country`, gen_subsumer_0.`customer_login`, gen_subsumer_0.`customer_email_address`
+ | HAVING (sum(gen_subsumer_0.`year_total1`) > 0.00BD)
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, sum((CAST(web_sales.`ws_ext_list_price` AS DECIMAL(8,2)) - CAST(web_sales.`ws_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | false
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, customer.`c_preferred_cust_flag`, customer.`c_birth_country`, customer.`c_login`, customer.`c_email_address`, date_dim.`d_year`
+ | HAVING (`year_total` > 0.00BD)) gen_subquery_0
+ | INNER JOIN (SELECT gen_subsumer_1.`customer_id` AS `customer_id`, gen_subsumer_1.`customer_preferred_cust_flag` AS `customer_preferred_cust_flag`, sum(gen_subsumer_1.`year_total1`) AS `year_total`
+ | FROM
+ | (SELECT `c_customer_id` AS `customer_id`, `c_first_name` AS `customer_first_name`, `c_last_name` AS `customer_last_name`, `c_preferred_cust_flag` AS `customer_preferred_cust_flag`, `c_birth_country` AS `customer_birth_country`, `c_login` AS `customer_login`, `c_email_address` AS `customer_email_address`, `d_year` AS `dyear`, `d_date` AS `ddate`, sum((CAST((((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, sum((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total1`, sum(`ss_net_paid`) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (`c_customer_sk` = `ss_customer_sk`)
+ | INNER JOIN date_dim ON (`ss_sold_date_sk` = `d_date_sk`)
+ | GROUP BY `c_customer_id`, `c_first_name`, `c_last_name`, `c_preferred_cust_flag`, `c_birth_country`, `c_login`, `c_email_address`, `d_year`, `d_date`) gen_subsumer_1
+ | WHERE
+ | (gen_subsumer_1.`dyear` = 2002)
+ | GROUP BY gen_subsumer_1.`customer_id`, gen_subsumer_1.`customer_first_name`, gen_subsumer_1.`customer_last_name`, gen_subsumer_1.`dyear`, gen_subsumer_1.`customer_preferred_cust_flag`, gen_subsumer_1.`customer_birth_country`, gen_subsumer_1.`customer_login`, gen_subsumer_1.`customer_email_address`
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, customer.`c_preferred_cust_flag` AS `customer_preferred_cust_flag`, sum((CAST(web_sales.`ws_ext_list_price` AS DECIMAL(8,2)) - CAST(web_sales.`ws_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | false
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, customer.`c_preferred_cust_flag`, customer.`c_birth_country`, customer.`c_login`, customer.`c_email_address`, date_dim.`d_year`) gen_subquery_1 ON (gen_subquery_1.`customer_id` = gen_subquery_0.`customer_id`)
+ | INNER JOIN (SELECT gen_subsumer_2.`customer_id` AS `customer_id`, sum(gen_subsumer_2.`year_total1`) AS `year_total`
+ | FROM
+ | (SELECT `c_customer_id` AS `customer_id`, `c_first_name` AS `customer_first_name`, `c_last_name` AS `customer_last_name`, `c_preferred_cust_flag` AS `customer_preferred_cust_flag`, `c_birth_country` AS `customer_birth_country`, `c_login` AS `customer_login`, `c_email_address` AS `customer_email_address`, `d_year` AS `dyear`, `d_date` AS `ddate`, sum((CAST((((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, sum((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total1`, sum(`ss_net_paid`) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (`c_customer_sk` = `ss_customer_sk`)
+ | INNER JOIN date_dim ON (`ss_sold_date_sk` = `d_date_sk`)
+ | GROUP BY `c_customer_id`, `c_first_name`, `c_last_name`, `c_preferred_cust_flag`, `c_birth_country`, `c_login`, `c_email_address`, `d_year`, `d_date`) gen_subsumer_2
+ | WHERE
+ | false
+ | GROUP BY gen_subsumer_2.`customer_id`, gen_subsumer_2.`customer_first_name`, gen_subsumer_2.`customer_last_name`, gen_subsumer_2.`dyear`, gen_subsumer_2.`customer_preferred_cust_flag`, gen_subsumer_2.`customer_birth_country`, gen_subsumer_2.`customer_login`, gen_subsumer_2.`customer_email_address`
+ | HAVING (sum(gen_subsumer_2.`year_total1`) > 0.00BD)
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, sum((CAST(web_sales.`ws_ext_list_price` AS DECIMAL(8,2)) - CAST(web_sales.`ws_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2001) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, customer.`c_preferred_cust_flag`, customer.`c_birth_country`, customer.`c_login`, customer.`c_email_address`, date_dim.`d_year`
+ | HAVING (`year_total` > 0.00BD)) gen_subquery_2 ON (gen_subquery_0.`customer_id` = gen_subquery_2.`customer_id`)
+ | INNER JOIN (SELECT gen_subsumer_3.`customer_id` AS `customer_id`, sum(gen_subsumer_3.`year_total1`) AS `year_total`
+ | FROM
+ | (SELECT `c_customer_id` AS `customer_id`, `c_first_name` AS `customer_first_name`, `c_last_name` AS `customer_last_name`, `c_preferred_cust_flag` AS `customer_preferred_cust_flag`, `c_birth_country` AS `customer_birth_country`, `c_login` AS `customer_login`, `c_email_address` AS `customer_email_address`, `d_year` AS `dyear`, `d_date` AS `ddate`, sum((CAST((((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, sum((CAST(`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(`ss_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total1`, sum(`ss_net_paid`) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (`c_customer_sk` = `ss_customer_sk`)
+ | INNER JOIN date_dim ON (`ss_sold_date_sk` = `d_date_sk`)
+ | GROUP BY `c_customer_id`, `c_first_name`, `c_last_name`, `c_preferred_cust_flag`, `c_birth_country`, `c_login`, `c_email_address`, `d_year`, `d_date`) gen_subsumer_3
+ | WHERE
+ | false
+ | GROUP BY gen_subsumer_3.`customer_id`, gen_subsumer_3.`customer_first_name`, gen_subsumer_3.`customer_last_name`, gen_subsumer_3.`dyear`, gen_subsumer_3.`customer_preferred_cust_flag`, gen_subsumer_3.`customer_birth_country`, gen_subsumer_3.`customer_login`, gen_subsumer_3.`customer_email_address`
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, sum((CAST(web_sales.`ws_ext_list_price` AS DECIMAL(8,2)) - CAST(web_sales.`ws_ext_discount_amt` AS DECIMAL(8,2)))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` = 2002) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, customer.`c_preferred_cust_flag`, customer.`c_birth_country`, customer.`c_login`, customer.`c_email_address`, date_dim.`d_year`) gen_subquery_3
+ |WHERE
+ | (gen_subquery_0.`customer_id` = gen_subquery_3.`customer_id`) AND (CASE WHEN (gen_subquery_2.`year_total` > 0.00BD) THEN (gen_subquery_3.`year_total` / gen_subquery_2.`year_total`) ELSE CAST(NULL AS DECIMAL(38,20)) END > CASE WHEN (gen_subquery_0.`year_total` > 0.00BD) THEN (gen_subquery_1.`year_total` / gen_subquery_0.`year_total`) ELSE CAST(NULL AS DECIMAL(38,20)) END)
+ |ORDER BY gen_subquery_1.`customer_preferred_cust_flag` ASC NULLS FIRST
+ |LIMIT 100
+ """.stripMargin.trim),
+ //q38
+ ("case_19",
+ """
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | d_date ddate,
+ | sum(((ss_ext_list_price-ss_ext_wholesale_cost-ss_ext_discount_amt)+ss_ext_sales_price)/2) year_total,
+ | sum(ss_ext_list_price-ss_ext_discount_amt) year_total1,
+ | sum(ss_net_paid) year_total_74,
+ | 's' sale_type
+ | FROM customer, store_sales, date_dim
+ | WHERE c_customer_sk = ss_customer_sk AND ss_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year,
+ | d_date
+ """.stripMargin.trim,
+ """
+ | select count(*) from (
+ | select distinct c_last_name, c_first_name, d_date
+ | from store_sales, date_dim, customer
+ | where store_sales.ss_sold_date_sk = date_dim.d_date_sk
+ | and store_sales.ss_customer_sk = customer.c_customer_sk
+ | and d_month_seq between 1200 and 1200 + 11
+ | intersect
+ | select distinct c_last_name, c_first_name, d_date
+ | from catalog_sales, date_dim, customer
+ | where catalog_sales.cs_sold_date_sk = date_dim.d_date_sk
+ | and catalog_sales.cs_bill_customer_sk = customer.c_customer_sk
+ | and d_month_seq between 1200 and 1200 + 11
+ | intersect
+ | select distinct c_last_name, c_first_name, d_date
+ | from web_sales, date_dim, customer
+ | where web_sales.ws_sold_date_sk = date_dim.d_date_sk
+ | and web_sales.ws_bill_customer_sk = customer.c_customer_sk
+ | and d_month_seq between 1200 and 1200 + 11
+ | ) hot_cust
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |
+ |
+ |
+ """.stripMargin.trim),
+ //q74
+ ("case_20",
+ """
+ | SELECT c_customer_id customer_id,
+ | c_first_name customer_first_name,
+ | c_last_name customer_last_name,
+ | c_preferred_cust_flag customer_preferred_cust_flag,
+ | c_birth_country customer_birth_country,
+ | c_login customer_login,
+ | c_email_address customer_email_address,
+ | d_year dyear,
+ | d_date ddate,
+ | d_month_seq,
+ | sum(((ss_ext_list_price-ss_ext_wholesale_cost-ss_ext_discount_amt)+ss_ext_sales_price)/2) year_total,
+ | sum(ss_net_paid) year_total_74,
+ | 's' sale_type
+ | FROM customer, store_sales, date_dim
+ | WHERE ss_customer_sk = c_customer_sk AND ss_sold_date_sk = d_date_sk
+ | GROUP BY c_customer_id,
+ | c_first_name,
+ | c_last_name,
+ | c_preferred_cust_flag,
+ | c_birth_country,
+ | c_login,
+ | c_email_address,
+ | d_year,
+ | d_date,
+ | d_month_seq
+ """.stripMargin.trim,
+ """
+ | with year_total as (
+ | select
+ | c_customer_id customer_id, c_first_name customer_first_name,
+ | c_last_name customer_last_name, d_year as year,
+ | sum(ss_net_paid) year_total, 's' sale_type
+ | from
+ | customer, store_sales, date_dim
+ | where c_customer_sk = ss_customer_sk
+ | and ss_sold_date_sk = d_date_sk
+ | and d_year in (2001,2001+1)
+ | group by
+ | c_customer_id, c_first_name, c_last_name, d_year
+ | union all
+ | select
+ | c_customer_id customer_id, c_first_name customer_first_name,
+ | c_last_name customer_last_name, d_year as year,
+ | sum(ws_net_paid) year_total, 'w' sale_type
+ | from
+ | customer, web_sales, date_dim
+ | where c_customer_sk = ws_bill_customer_sk
+ | and ws_sold_date_sk = d_date_sk
+ | and d_year in (2001,2001+1)
+ | group by
+ | c_customer_id, c_first_name, c_last_name, d_year)
+ | select
+ | t_s_secyear.customer_id, t_s_secyear.customer_first_name, t_s_secyear.customer_last_name
+ | from
+ | year_total t_s_firstyear, year_total t_s_secyear,
+ | year_total t_w_firstyear, year_total t_w_secyear
+ | where t_s_secyear.customer_id = t_s_firstyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_secyear.customer_id
+ | and t_s_firstyear.customer_id = t_w_firstyear.customer_id
+ | and t_s_firstyear.sale_type = 's'
+ | and t_w_firstyear.sale_type = 'w'
+ | and t_s_secyear.sale_type = 's'
+ | and t_w_secyear.sale_type = 'w'
+ | and t_s_firstyear.year = 2001
+ | and t_s_secyear.year = 2001+1
+ | and t_w_firstyear.year = 2001
+ | and t_w_secyear.year = 2001+1
+ | and t_s_firstyear.year_total > 0
+ | and t_w_firstyear.year_total > 0
+ | and case when t_w_firstyear.year_total > 0 then t_w_secyear.year_total / t_w_firstyear.year_total else null end
+ | > case when t_s_firstyear.year_total > 0 then t_s_secyear.year_total / t_s_firstyear.year_total else null end
+ | order by 1, 1, 1
+ | limit 100
+ """.stripMargin.trim,
+ """
+ |SELECT gen_subquery_1.`customer_id`, gen_subquery_1.`customer_first_name`, gen_subquery_1.`customer_last_name`
+ |FROM
+ | (SELECT gen_subsumer_0.`customer_id` AS `customer_id`, gen_subsumer_0.`year_total_74` AS `year_total`
+ | FROM
+ | (SELECT customer.`c_customer_id` AS `customer_id`, customer.`c_first_name` AS `customer_first_name`, customer.`c_last_name` AS `customer_last_name`, customer.`c_preferred_cust_flag` AS `customer_preferred_cust_flag`, customer.`c_birth_country` AS `customer_birth_country`, customer.`c_login` AS `customer_login`, customer.`c_email_address` AS `customer_email_address`, date_dim.`d_year` AS `dyear`, date_dim.`d_date` AS `ddate`, date_dim.`d_month_seq`, sum((CAST((((CAST(store_sales.`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(store_sales.`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(store_sales.`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(store_sales.`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, makedecimal(sum(unscaledvalue(store_sales.`ss_net_paid`))) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`)
+ | INNER JOIN date_dim ON (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`)
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, customer.`c_preferred_cust_flag`, customer.`c_birth_country`, customer.`c_login`, customer.`c_email_address`, date_dim.`d_year`, date_dim.`d_date`, date_dim.`d_month_seq`) gen_subsumer_0
+ | WHERE
+ | (gen_subsumer_0.`dyear` IN (2001, 2002)) AND (gen_subsumer_0.`dyear` = 2001)
+ | GROUP BY gen_subsumer_0.`customer_id`, gen_subsumer_0.`customer_first_name`, gen_subsumer_0.`customer_last_name`, gen_subsumer_0.`dyear`
+ | HAVING (gen_subsumer_0.`year_total_74` > 0.00BD)
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, makedecimal(sum(unscaledvalue(web_sales.`ws_net_paid`))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` IN (2001, 2002)) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | false
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, date_dim.`d_year`
+ | HAVING (`year_total` > 0.00BD)) gen_subquery_0
+ | INNER JOIN (SELECT gen_subsumer_1.`customer_id` AS `customer_id`, gen_subsumer_1.`customer_first_name` AS `customer_first_name`, gen_subsumer_1.`customer_last_name` AS `customer_last_name`, gen_subsumer_1.`year_total_74` AS `year_total`
+ | FROM
+ | (SELECT customer.`customer_id` AS `customer_id`, customer.`customer_first_name` AS `customer_first_name`, customer.`customer_last_name` AS `customer_last_name`, customer.`customer_preferred_cust_flag` AS `customer_preferred_cust_flag`, customer.`customer_birth_country` AS `customer_birth_country`, customer.`customer_login` AS `customer_login`, customer.`customer_email_address` AS `customer_email_address`, date_dim.`dyear` AS `dyear`, date_dim.`ddate` AS `ddate`, date_dim.`d_month_seq`, sum((CAST((((CAST(store_sales.`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(store_sales.`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(store_sales.`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(store_sales.`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, makedecimal(sum(unscaledvalue(store_sales.`ss_net_paid`))) AS `year_total_74`, 's' AS `sale_type`
+ | FROM
+ | customer
+ | INNER JOIN store_sales ON (store_sales.`ss_customer_sk` = customer.`c_customer_sk`)
+ | INNER JOIN date_dim ON (store_sales.`ss_sold_date_sk` = date_dim.`d_date_sk`)
+ | GROUP BY customer.`customer_id`, customer.`customer_first_name`, customer.`customer_last_name`, customer.`customer_preferred_cust_flag`, customer.`customer_birth_country`, customer.`customer_login`, customer.`customer_email_address`, date_dim.`dyear`, date_dim.`ddate`, date_dim.`d_month_seq`) gen_subsumer_1
+ | WHERE
+ | (gen_subsumer_1.`dyear` IN (2001, 2002)) AND (gen_subsumer_1.`dyear` = 2002)
+ | GROUP BY gen_subsumer_1.`customer_id`, gen_subsumer_1.`customer_first_name`, gen_subsumer_1.`customer_last_name`, gen_subsumer_1.`dyear`
+ | UNION ALL
+ | SELECT customer.`c_customer_id` AS `customer_id`, customer.`c_first_name` AS `customer_first_name`, customer.`c_last_name` AS `customer_last_name`, makedecimal(sum(unscaledvalue(web_sales.`ws_net_paid`))) AS `year_total`
+ | FROM
+ | customer
+ | INNER JOIN web_sales ON (customer.`c_customer_sk` = web_sales.`ws_bill_customer_sk`)
+ | INNER JOIN date_dim ON (date_dim.`d_year` IN (2001, 2002)) AND (web_sales.`ws_sold_date_sk` = date_dim.`d_date_sk`)
+ | WHERE
+ | false
+ | GROUP BY customer.`c_customer_id`, customer.`c_first_name`, customer.`c_last_name`, date_dim.`d_year`) gen_subquery_1 ON (gen_subquery_1.`customer_id` = gen_subquery_0.`customer_id`)
+ | INNER JOIN (SELECT gen_subsumer_2.`customer_id` AS `customer_id`, gen_subsumer_2.`year_total_74` AS `year_total`
+ | FROM
+ | (SELECT customer.`c_customer_id` AS `customer_id`, customer.`c_first_name` AS `customer_first_name`, customer.`c_last_name` AS `customer_last_name`, customer.`c_preferred_cust_flag` AS `customer_preferred_cust_flag`, customer.`c_birth_country` AS `customer_birth_country`, customer.`c_login` AS `customer_login`, customer.`c_email_address` AS `customer_email_address`, date_dim.`d_year` AS `dyear`, date_dim.`d_date` AS `ddate`, date_dim.`d_month_seq`, sum((CAST((((CAST(store_sales.`ss_ext_list_price` AS DECIMAL(8,2)) - CAST(store_sales.`ss_ext_wholesale_cost` AS DECIMAL(8,2))) - CAST(store_sales.`ss_ext_discount_amt` AS DECIMAL(8,2))) + CAST(store_sales.`ss_ext_sales_price` AS DECIMAL(8,2))) AS DECIMAL(12,2)) / 2.00BD)) AS `year_total`, makedecimal(sum(unscaledvalue(store_sales.`ss_net_paid`))) AS `y
<TRUNCATED>
[02/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
new file mode 100644
index 0000000..89813b5
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
@@ -0,0 +1,247 @@
+package org.apache.carbondata.mv.rewrite
+
+import java.io.File
+
+import org.apache.spark.sql.catalyst.expressions.aggregate.AggregateExpression
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+import org.apache.spark.sql.test.util.QueryTest
+import org.scalatest.BeforeAndAfterAll
+
+import org.apache.carbondata.core.constants.CarbonCommonConstants
+import org.apache.carbondata.core.util.CarbonProperties
+
+class MVTpchTestCase extends QueryTest with BeforeAndAfterAll {
+
+ override def beforeAll {
+ drop()
+ val projectPath = new File(this.getClass.getResource("/").getPath + "../../../../../")
+ .getCanonicalPath.replaceAll("\\\\", "/")
+ val integrationPath = s"$projectPath/integration"
+ val resourcesPath = s"$integrationPath/spark-common-test/src/test/resources"
+
+ sql(s"""create table if not exists LINEITEM( L_SHIPDATE date, L_SHIPMODE string, L_SHIPINSTRUCT string, L_RETURNFLAG string, L_RECEIPTDATE date, L_ORDERKEY INT , L_PARTKEY INT , L_SUPPKEY string, L_LINENUMBER int, L_QUANTITY double, L_EXTENDEDPRICE double, L_DISCOUNT double, L_TAX double, L_LINESTATUS string, L_COMMITDATE date, L_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists ORDERS( O_ORDERDATE date, O_ORDERPRIORITY string, O_ORDERSTATUS string, O_ORDERKEY int, O_CUSTKEY string, O_TOTALPRICE double, O_CLERK string, O_SHIPPRIORITY int, O_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists CUSTOMER( C_MKTSEGMENT string, C_NATIONKEY string, C_CUSTKEY string, C_NAME string, C_ADDRESS string, C_PHONE string, C_ACCTBAL double, C_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists REGION( R_NAME string, R_REGIONKEY string, R_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists NATION ( N_NAME string, N_NATIONKEY string, N_REGIONKEY string, N_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists SUPPLIER(S_COMMENT string,S_SUPPKEY string,S_NAME string, S_ADDRESS string, S_NATIONKEY string, S_PHONE string, S_ACCTBAL double) STORED BY 'org.apache.carbondata.format'""")
+
+ sql(s"""load data inpath "$resourcesPath/tpch/lineitem.csv" into table lineitem options('DELIMITER'='|','FILEHEADER'='L_ORDERKEY,L_PARTKEY,L_SUPPKEY,L_LINENUMBER,L_QUANTITY,L_EXTENDEDPRICE,L_DISCOUNT,L_TAX,L_RETURNFLAG,L_LINESTATUS,L_SHIPDATE,L_COMMITDATE,L_RECEIPTDATE,L_SHIPINSTRUCT,L_SHIPMODE,L_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/orders.csv" into table ORDERS options('DELIMITER'='|','FILEHEADER'='O_ORDERKEY,O_CUSTKEY,O_ORDERSTATUS,O_TOTALPRICE,O_ORDERDATE,O_ORDERPRIORITY,O_CLERK,O_SHIPPRIORITY,O_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/customers.csv" into table CUSTOMER options('DELIMITER'='|','FILEHEADER'='C_CUSTKEY,C_NAME,C_ADDRESS,C_NATIONKEY,C_PHONE,C_ACCTBAL,C_MKTSEGMENT,C_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/region.csv" into table REGION options('DELIMITER'='|','FILEHEADER'='R_REGIONKEY,R_NAME,R_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/nation.csv" into table NATION options('DELIMITER'='|','FILEHEADER'='N_NATIONKEY,N_NAME,N_REGIONKEY,N_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/supplier.csv" into table SUPPLIER options('DELIMITER'='|','FILEHEADER'='S_SUPPKEY,S_NAME,S_ADDRESS,S_NATIONKEY,S_PHONE,S_ACCTBAL,S_COMMENT')""")
+
+
+ sql(s"""create table if not exists LINEITEM1( L_SHIPDATE date, L_SHIPMODE string, L_SHIPINSTRUCT string, L_RETURNFLAG string, L_RECEIPTDATE date, L_ORDERKEY INT , L_PARTKEY INT , L_SUPPKEY string, L_LINENUMBER int, L_QUANTITY double, L_EXTENDEDPRICE double, L_DISCOUNT double, L_TAX double, L_LINESTATUS string, L_COMMITDATE date, L_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists ORDERS1( O_ORDERDATE date, O_ORDERPRIORITY string, O_ORDERSTATUS string, O_ORDERKEY int, O_CUSTKEY string, O_TOTALPRICE double, O_CLERK string, O_SHIPPRIORITY int, O_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists CUSTOMER1( C_MKTSEGMENT string, C_NATIONKEY string, C_CUSTKEY string, C_NAME string, C_ADDRESS string, C_PHONE string, C_ACCTBAL double, C_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists REGION1( R_NAME string, R_REGIONKEY string, R_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists NATION1 ( N_NAME string, N_NATIONKEY string, N_REGIONKEY string, N_COMMENT string) STORED BY 'org.apache.carbondata.format'""")
+ sql(s"""create table if not exists SUPPLIER1(S_COMMENT string,S_SUPPKEY string,S_NAME string, S_ADDRESS string, S_NATIONKEY string, S_PHONE string, S_ACCTBAL double) STORED BY 'org.apache.carbondata.format'""")
+
+ sql(s"""load data inpath "$resourcesPath/tpch/lineitem.csv" into table lineitem1 options('DELIMITER'='|','FILEHEADER'='L_ORDERKEY,L_PARTKEY,L_SUPPKEY,L_LINENUMBER,L_QUANTITY,L_EXTENDEDPRICE,L_DISCOUNT,L_TAX,L_RETURNFLAG,L_LINESTATUS,L_SHIPDATE,L_COMMITDATE,L_RECEIPTDATE,L_SHIPINSTRUCT,L_SHIPMODE,L_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/orders.csv" into table ORDERS1 options('DELIMITER'='|','FILEHEADER'='O_ORDERKEY,O_CUSTKEY,O_ORDERSTATUS,O_TOTALPRICE,O_ORDERDATE,O_ORDERPRIORITY,O_CLERK,O_SHIPPRIORITY,O_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/customers.csv" into table CUSTOMER1 options('DELIMITER'='|','FILEHEADER'='C_CUSTKEY,C_NAME,C_ADDRESS,C_NATIONKEY,C_PHONE,C_ACCTBAL,C_MKTSEGMENT,C_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/region.csv" into table REGION1 options('DELIMITER'='|','FILEHEADER'='R_REGIONKEY,R_NAME,R_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/nation.csv" into table NATION1 options('DELIMITER'='|','FILEHEADER'='N_NATIONKEY,N_NAME,N_REGIONKEY,N_COMMENT')""")
+ sql(s"""load data inpath "$resourcesPath/tpch/supplier.csv" into table SUPPLIER1 options('DELIMITER'='|','FILEHEADER'='S_SUPPKEY,S_NAME,S_ADDRESS,S_NATIONKEY,S_PHONE,S_ACCTBAL,S_COMMENT')""")
+
+
+ }
+
+ test("test create datamap with tpch1") {
+ sql(s"drop datamap if exists datamap1")
+ sql("create datamap datamap1 using 'mv' as select l_returnflag, l_linestatus,l_shipdate, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge,count(*) as count_order from lineitem group by l_returnflag, l_linestatus,l_shipdate")
+ sql(s"rebuild datamap datamap1")
+ val df = sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge,count(*) as count_order from lineitem where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap1"))
+// checkAnswer(df, sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge,count(*) as count_order from lineitem1 where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus"))
+ sql(s"drop datamap datamap1")
+ }
+
+ test("test create datamap with tpch1 with order") {
+ sql(s"drop datamap if exists datamap2")
+ sql("create datamap datamap2 using 'mv' as select l_returnflag, l_linestatus,l_shipdate, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge from lineitem group by l_returnflag, l_linestatus,l_shipdate order by l_returnflag, l_linestatus")
+ sql(s"rebuild datamap datamap2")
+ val df = sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge from lineitem where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap2"))
+// checkAnswer(df, sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge from lineitem1 where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus"))
+ sql(s"drop datamap datamap2")
+ }
+
+ test("test create datamap with tpch1 with sub group by") {
+ sql(s"drop datamap if exists datamap3")
+ sql("create datamap datamap3 using 'mv' as select l_returnflag, l_linestatus,l_shipdate, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price, sum(l_extendedprice*(1-l_discount)*(1+l_tax)) as sum_charge from lineitem group by l_returnflag, l_linestatus,l_shipdate")
+ sql(s"rebuild datamap datamap3")
+ val df = sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price from lineitem where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap3"))
+// checkAnswer(df, sql("select l_returnflag, l_linestatus, sum(l_quantity) as sum_qty, sum(l_extendedprice) as sum_base_price, sum(l_extendedprice*(1-l_discount)) as sum_disc_price from lineitem1 where l_shipdate <= date('1998-09-02') group by l_returnflag, l_linestatus order by l_returnflag, l_linestatus"))
+ sql(s"drop datamap datamap3")
+ }
+
+ ignore("test create datamap with tpch3") {
+ sql(s"drop datamap if exists datamap4")
+ sql("create datamap datamap4 using 'mv' as select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer, orders, lineitem where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority")
+ sql(s"rebuild datamap datamap4")
+ val df = sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer, orders, lineitem where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap4"))
+// checkAnswer(df, sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer1, orders1, lineitem1 where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10"))
+ sql(s"drop datamap datamap4")
+ }
+
+ test("test create datamap with tpch3 with no filters on mv") {
+ sql(s"drop datamap if exists datamap5")
+ sql("create datamap datamap5 using 'mv' as select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority,c_mktsegment,l_shipdate from customer, orders, lineitem where c_custkey = o_custkey and l_orderkey = o_orderkey group by l_orderkey, o_orderdate, o_shippriority,c_mktsegment,l_shipdate")
+ sql(s"rebuild datamap datamap5")
+ val df = sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer, orders, lineitem where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap5"))
+// checkAnswer(df, sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer1, orders1, lineitem1 where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10"))
+ sql(s"drop datamap datamap5")
+ }
+
+ ignore("test create datamap with tpch3 with filters on mv and all filter columns on projection") {
+ sql(s"drop datamap if exists datamap5")
+ sql("create datamap datamap5 using 'mv' as select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority,c_mktsegment,l_shipdate from customer, orders, lineitem where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority,c_mktsegment,l_shipdate")
+ sql(s"rebuild datamap datamap5")
+ val df = sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer, orders, lineitem where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap5"))
+// checkAnswer(df, sql("select l_orderkey, sum(l_extendedprice * (1 - l_discount)) as revenue, o_orderdate, o_shippriority from customer1, orders1, lineitem1 where c_mktsegment = 'BUILDING' and c_custkey = o_custkey and l_orderkey = o_orderkey and o_orderdate < date('1995-03-15') and l_shipdate > date('1995-03-15') group by l_orderkey, o_orderdate, o_shippriority order by revenue desc, o_orderdate limit 10"))
+ sql(s"drop datamap datamap5")
+ }
+
+ ignore("test create datamap with tpch4 (core issue)") {
+ sql(s"drop datamap if exists datamap6")
+ sql("create datamap datamap6 using 'mv' as select o_orderpriority, count(*) as order_count from orders where o_orderdate >= date('1993-07-01') and o_orderdate < date('1993-10-01') and exists ( select * from lineitem where l_orderkey = o_orderkey and l_commitdate < l_receiptdate ) group by o_orderpriority order by o_orderpriority")
+ sql(s"rebuild datamap datamap6")
+ val df = sql("select o_orderpriority, count(*) as order_count from orders where o_orderdate >= date('1993-07-01') and o_orderdate < date('1993-10-01') and exists ( select * from lineitem where l_orderkey = o_orderkey and l_commitdate < l_receiptdate ) group by o_orderpriority order by o_orderpriority")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap6"))
+// checkAnswer(df, sql("select o_orderpriority, count(*) as order_count from orders1 where o_orderdate >= date('1993-07-01') and o_orderdate < date('1993-10-01') and exists ( select * from lineitem1 where l_orderkey = o_orderkey and l_commitdate < l_receiptdate ) group by o_orderpriority order by o_orderpriority"))
+ sql(s"drop datamap datamap6")
+ }
+
+ ignore("test create datamap with tpch5") {
+ sql(s"drop datamap if exists datamap7")
+ sql("create datamap datamap7 using 'mv' as select n_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer, orders, lineitem, supplier, nation, region where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey and r_name = 'ASIA' and o_orderdate >= date('1994-01-01') and o_orderdate < date('1995-01-01') group by n_name")
+ sql(s"rebuild datamap datamap7")
+ val df = sql("select n_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer, orders, lineitem, supplier, nation, region where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey and r_name = 'ASIA' and o_orderdate >= date('1994-01-01') and o_orderdate < date('1995-01-01') group by n_name order by revenue desc")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap7"))
+// checkAnswer(df, sql("select n_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer1, orders1, lineitem1, supplier1, nation1, region1 where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey and r_name = 'ASIA' and o_orderdate >= date('1994-01-01') and o_orderdate < date('1995-01-01') group by n_name order by revenue desc"))
+ sql(s"drop datamap datamap7")
+ }
+
+ test("test create datamap with tpch5 with no filters on mv") {
+ sql(s"drop datamap if exists datamap8")
+ sql("create datamap datamap8 using 'mv' as select n_name,o_orderdate,r_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer, orders, lineitem, supplier, nation, region where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey group by n_name,o_orderdate,r_name")
+ sql(s"rebuild datamap datamap8")
+ val df = sql("select n_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer, orders, lineitem, supplier, nation, region where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey and r_name = 'ASIA' and o_orderdate >= date('1994-01-01') and o_orderdate < date('1995-01-01') group by n_name order by revenue desc")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap8"))
+// checkAnswer(df, sql("select n_name, sum(l_extendedprice * (1 - l_discount)) as revenue from customer1, orders1, lineitem1, supplier1, nation1, region1 where c_custkey = o_custkey and l_orderkey = o_orderkey and l_suppkey = s_suppkey and c_nationkey = s_nationkey and s_nationkey = n_nationkey and n_regionkey = r_regionkey and r_name = 'ASIA' and o_orderdate >= date('1994-01-01') and o_orderdate < date('1995-01-01') group by n_name order by revenue desc"))
+ sql(s"drop datamap datamap8")
+ }
+
+ test("test create datamap with tpch6") {
+ sql(s"drop datamap if exists datamap9")
+ sql("create datamap datamap9 using 'mv' as select sum(l_extendedprice * l_discount) as revenue from lineitem where l_shipdate >= date('1994-01-01') and l_shipdate < date('1995-01-01') and l_discount between 0.05 and 0.07 and l_quantity < 24")
+ sql(s"rebuild datamap datamap9")
+ val df = sql("select sum(l_extendedprice * l_discount) as revenue from lineitem where l_shipdate >= date('1994-01-01') and l_shipdate < date('1995-01-01') and l_discount between 0.05 and 0.07 and l_quantity < 24")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap9"))
+ assert(verifyAgg(analyzed))
+// checkAnswer(df, sql("select sum(l_extendedprice * l_discount) as revenue from lineitem1 where l_shipdate >= date('1994-01-01') and l_shipdate < date('1995-01-01') and l_discount between 0.05 and 0.07 and l_quantity < 24"))
+ sql(s"drop datamap datamap9")
+ }
+
+ test("test create datamap with tpch6 with no filters on mv") {
+ sql(s"drop datamap if exists datamap10")
+ sql("create datamap datamap10 using 'mv' as select sum(l_extendedprice * l_discount) as revenue,l_shipdate,l_discount,l_quantity from lineitem group by l_shipdate,l_discount,l_quantity")
+ sql(s"rebuild datamap datamap10")
+ val df = sql("select sum(l_extendedprice * l_discount) as revenue from lineitem where l_shipdate >= date('1994-01-01') and l_shipdate < date('1995-01-01') and l_discount between 0.05 and 0.07 and l_quantity < 24")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap10"))
+ assert(verifyAgg(analyzed))
+// checkAnswer(df, sql("select sum(l_extendedprice * l_discount) as revenue from lineitem1 where l_shipdate >= date('1994-01-01') and l_shipdate < date('1995-01-01') and l_discount between 0.05 and 0.07 and l_quantity < 24"))
+ sql(s"drop datamap datamap10")
+ }
+
+ test("test create datamap with tpch7 part of query1") {
+ sql(s"drop datamap if exists datamap11")
+ sql("create datamap datamap11 using 'mv' as select l_shipdate,n_name , l_extendedprice , l_discount from supplier,lineitem,orders,customer,nation n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey")
+ sql(s"rebuild datamap datamap11")
+ val df = sql("select year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier,lineitem,orders,customer,nation n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey and ( (n1.n_name = 'FRANCE') or (n1.n_name = 'GERMANY') ) and l_shipdate between date('1995-01-01') and date('1996-12-31')")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap11"))
+// checkAnswer(df, sql("select year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier1,lineitem1,orders1,customer1,nation1 n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey and ( (n1.n_name = 'FRANCE') or (n1.n_name = 'GERMANY') ) and l_shipdate between date('1995-01-01') and date('1996-12-31')"))
+ sql(s"drop datamap datamap11")
+ }
+
+ test("test create datamap with tpch7 part of query2 (core issue)") {
+ sql(s"drop datamap if exists datamap12")
+ sql("create datamap datamap12 using 'mv' as select n1.n_name, l_shipdate, l_extendedprice ,l_discount from supplier,lineitem,orders,customer,nation n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey")
+ sql(s"rebuild datamap datamap12")
+ val df = sql("select supp_nation, l_year, sum(volume) as revenue from ( select n1.n_name as supp_nation, year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier,lineitem,orders,customer,nation n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey and ( (n1.n_name = 'FRANCE' ) or (n1.n_name = 'GERMANY') ) and l_shipdate between date('1995-01-01') and date('1996-12-31') ) as shipping group by supp_nation, l_year order by supp_nation, l_year")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap12"))
+// checkAnswer(df, sql("select supp_nation, l_year, sum(volume) as revenue from ( select n1.n_name as supp_nation, year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier1,lineitem1,orders1,customer1,nation1 n1 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n1.n_nationkey and ( (n1.n_name = 'FRANCE' ) or (n1.n_name = 'GERMANY') ) and l_shipdate between date('1995-01-01') and date('1996-12-31') ) as shipping group by supp_nation, l_year order by supp_nation, l_year"))
+ sql(s"drop datamap datamap12")
+ }
+
+ ignore("test create datamap with tpch7 part of query3 (self join issue)") {
+ sql(s"drop datamap if exists datamap13")
+ sql("create datamap datamap13 using 'mv' as select n1.n_name as supp_nation, n2.n_name as cust_nation, l_shipdate, l_extendedprice * (1 - l_discount) as volume from supplier,lineitem,orders,customer,nation n1,nation n2 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n2.n_nationkey")
+ sql(s"rebuild datamap datamap13")
+ val df = sql("select supp_nation, cust_nation, l_year, sum(volume) as revenue from ( select n1.n_name as supp_nation, n2.n_name as cust_nation, year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier,lineitem,orders,customer,nation n1,nation n2 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n2.n_nationkey and ( (n1.n_name = 'FRANCE' and n2.n_name = 'GERMANY') or (n1.n_name = 'GERMANY' and n2.n_name = 'FRANCE') ) and l_shipdate between date('1995-01-01') and date('1996-12-31') ) as shipping group by supp_nation, cust_nation, l_year order by supp_nation, cust_nation, l_year")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap13"))
+// checkAnswer(df, sql("select supp_nation, cust_nation, l_year, sum(volume) as revenue from ( select n1.n_name as supp_nation, n2.n_name as cust_nation, year(l_shipdate) as l_year, l_extendedprice * (1 - l_discount) as volume from supplier,lineitem1,orders1,customer1,nation1 n1,nation1 n2 where s_suppkey = l_suppkey and o_orderkey = l_orderkey and c_custkey = o_custkey and s_nationkey = n1.n_nationkey and c_nationkey = n2.n_nationkey and ( (n1.n_name = 'FRANCE' and n2.n_name = 'GERMANY') or (n1.n_name = 'GERMANY' and n2.n_name = 'FRANCE') ) and l_shipdate between date('1995-01-01') and date('1996-12-31') ) as shipping group by supp_nation, cust_nation, l_year order by supp_nation, cust_nation, l_year"))
+ sql(s"drop datamap datamap13")
+ }
+
+
+ def verifyMVDataMap(logicalPlan: LogicalPlan, dataMapName: String): Boolean = {
+ val tables = logicalPlan collect {
+ case l: LogicalRelation => l.catalogTable.get
+ }
+ tables.exists(_.identifier.table.equalsIgnoreCase(dataMapName+"_table"))
+ }
+ def verifyAgg(logicalPlan: LogicalPlan): Boolean = {
+ var aggExpExists = false
+ logicalPlan transformExpressions {
+ case a:AggregateExpression =>
+ aggExpExists = true
+ a
+ }
+ aggExpExists
+ }
+
+
+ def drop(): Unit = {
+ sql("drop table IF EXISTS LINEITEM")
+ sql("drop table IF EXISTS ORDERS")
+ sql("drop table IF EXISTS CUSTOMER")
+ sql("drop table IF EXISTS REGION")
+ sql("drop table IF EXISTS NATION")
+ sql("drop table IF EXISTS SUPPLIER")
+ sql("drop table IF EXISTS LINEITEM1")
+ sql("drop table IF EXISTS ORDERS1")
+ sql("drop table IF EXISTS CUSTOMER1")
+ sql("drop table IF EXISTS REGION1")
+ sql("drop table IF EXISTS NATION1")
+ sql("drop table IF EXISTS SUPPLIER1")
+ }
+
+ override def afterAll {
+// drop()
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/SelectSelectExactChildrenSuite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/SelectSelectExactChildrenSuite.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/SelectSelectExactChildrenSuite.scala
new file mode 100644
index 0000000..0ee2475
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/SelectSelectExactChildrenSuite.scala
@@ -0,0 +1,76 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.sql.catalyst.dsl.expressions._
+import org.apache.spark.sql.catalyst.plans.logical._
+import org.apache.spark.sql.test.util.PlanTest
+
+class SelectSelectExactChildrenSuite extends PlanTest {
+
+ object Match extends DefaultMatchMaker {
+ val patterns = SelectSelectNoChildDelta :: Nil
+ }
+
+ val testRelation1 = LocalRelation('tid.int,'fpgid.int,'flid.int,'date.timestamp,'faid.int,'price.double,'qty.int,'disc.string)
+ val testRelation2 = LocalRelation('lid.int,'city.string,'state.string,'country.string)
+
+// test("pro-typical lower select") {
+// val fact = testRelation1.subquery('fact)
+// val dim = testRelation2.subquery('dim)
+//
+// val lowerSTSelect =
+// fact
+// .select('faid,'flid,Year('date) as 'year)
+// .analyze
+// val lowerUQSelect =
+// fact.join(dim)
+// .where("fact.flid".attr === "dim.lid".attr && "dim.country".attr === "USA")
+// .select('faid,'flid,Year('date) as 'year, 'state)
+// .analyze
+//
+// val matched = Match.execute(lowerSTSelect.model,lowerUQSelect.model,None).next
+//
+// val correctAnswer =
+// lowerSTSelect.join(dim)
+// .where("fact.flid".attr === "dim.lid".attr && "dim.country".attr === "USA")
+// .select('faid,'flid,Year('date) as 'year, 'state)
+// .analyze.model
+//
+// comparePlans(matched, correctAnswer)
+// }
+
+// val testSummaryDataset =
+// s"""
+// |SELECT faid, flid, year_proj(date) as year, count(*) as cnt
+// |FROM Fact
+// |GROUP BY faid, flid, year_proj(date)
+// """.stripMargin.trim
+//
+// val testUserQuery =
+// s"""
+// |SELECT faid, state, year_proj(date) as year, count(*) as cnt
+// |FROM Fact
+// | INNER JOIN Dim
+// | ON Fact.flid = Dim.lid AND Dim.country = "USA"
+// |GROUP BY Fact.faid,Fact.state,year_proj(Fact.date)
+// |HAVING count(*) > 2
+// """.stripMargin.trim
+
+
+}
\ No newline at end of file
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
new file mode 100644
index 0000000..7fac508
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
@@ -0,0 +1,80 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.test.util.PlanTest
+import org.scalatest.BeforeAndAfter
+
+import org.apache.carbondata.mv.testutil.Tpcds_1_4_Tables._
+
+class Tpcds_1_4_Suite extends PlanTest with BeforeAndAfter {
+
+// test("test using tpc-ds queries") {
+//
+// tpcds1_4Tables.foreach { create_table =>
+// hiveClient.runSqlHive(create_table)
+// }
+
+// val dest = "case_30"
+// val dest = "case_32"
+ val dest = "case_3"
+
+// tpcds_1_4_testCases.foreach { testcase =>
+// if (testcase._1 == dest) {
+// val mqoSession = new MQOSession(testHive.sparkSession)
+// val summaryDF = testHive.sparkSession.sql(testcase._2)
+// mqoSession.sharedState.registerSummaryDataset(summaryDF)
+//
+// Try(mqoSession.rewrite(testcase._3).withSummaryData) match {
+// case Success(rewrittenPlan) =>
+// println(s"""\n\n===== REWRITTEN MODULAR PLAN for ${testcase._1} =====\n\n$rewrittenPlan \n""")
+//
+// Try(rewrittenPlan.asCompactSQL) match {
+// case Success(s) =>
+// println(s"\n\n===== CONVERTED SQL for ${testcase._1} =====\n\n${s}\n")
+// if (!s.trim.equals(testcase._4)) {
+// println(
+// s"""
+// |=== FAIL: SQLs do not match ===
+// |${sideBySide(s, testcase._4).mkString("\n")}
+// """.stripMargin)
+// }
+//
+// case Failure(e) => println(s"""\n\n===== CONVERTED SQL for ${testcase._1} failed =====\n\n${e.toString}""")
+// }
+//
+// case Failure(e) => println(s"""\n\n==== MODULARIZE the logical query plan for ${testcase._1} failed =====\n\n${e.toString}""")
+// }
+
+// val rewrittenSQL = rewrittenPlan.asCompactSQL
+// val rewrittenSQL = mqoSession.rewrite(testcase._3).toCompactSQL
+
+// if (!rewrittenSQL.equals(testcase._4)) {
+// fail(
+// s"""
+// |=== FAIL: SQLs do not match ===
+// |${sideBySide(rewrittenSQL, testcase._4).mkString("\n")}
+// """.stripMargin)
+// }
+// }
+//
+// }
+//
+// }
+}
\ No newline at end of file
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestSQLBatch.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestSQLBatch.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestSQLBatch.scala
new file mode 100644
index 0000000..02bbff3
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/matching/TestSQLBatch.scala
@@ -0,0 +1,214 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+
+package org.apache.carbondata.mv.rewrite.matching
+
+object TestSQLBatch {
+
+ // seq of (summaryDataset(MV), testUserSQL(Q), correctRewrittenSQL)
+ val sampleTestCases = Seq(
+ ("case_1",
+ s"""
+ |SELECT i_item_id
+ |FROM Item
+ |WHERE i_item_sk = 1
+ """.stripMargin.trim,
+ s"""
+ |SELECT i_item_id, i_item_sk
+ |FROM Item
+ |WHERE i_item_sk = 1 and i_item_id > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT item.`i_item_id`, item.`i_item_sk`
+ |FROM
+ | item
+ |WHERE
+ | (item.`i_item_sk` = 1) AND (item.`i_item_id` > 0)
+ """.stripMargin.trim),
+ ("case_2",
+ s"""
+ |SELECT i_item_id
+ |FROM Item
+ |WHERE i_item_sk = 1
+ """.stripMargin.trim,
+ s"""
+ |SELECT i_item_id, i_item_sk
+ |FROM Item
+ |WHERE i_item_sk = 1 or i_item_id > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT item.`i_item_id`, item.`i_item_sk`
+ |FROM
+ | item
+ |WHERE
+ | ((item.`i_item_sk` = 1) OR (item.`i_item_id` > 0))
+ """.stripMargin.trim),
+ ("case_3",
+ s"""
+ |SELECT faid, flid, date
+ |FROM Fact
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid, flid, year(date) as year
+ |FROM Fact
+ """.stripMargin.trim,
+ s"""
+ |SELECT gen_subsumer_0.`faid`, gen_subsumer_0.`flid`, year(CAST(gen_subsumer_0.`date` AS DATE)) AS `year`
+ |FROM
+ | (SELECT fact.`faid`, fact.`flid`, fact.`date`
+ | FROM
+ | fact) gen_subsumer_0
+ """.stripMargin.trim),
+ ("case_4",
+ s"""
+ |SELECT faid, flid, date
+ |FROM Fact
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid, flid
+ |FROM Fact
+ |WHERE year(date) = 2000
+ """.stripMargin.trim,
+ s"""
+ |SELECT gen_subsumer_0.`faid`, gen_subsumer_0.`flid`
+ |FROM
+ | (SELECT fact.`faid`, fact.`flid`, fact.`date`
+ | FROM
+ | fact) gen_subsumer_0
+ |WHERE
+ | (year(CAST(gen_subsumer_0.`date` AS DATE)) = 2000)
+ """.stripMargin.trim),
+ ("case_5",
+ s"""
+ |SELECT faid, flid, date
+ |FROM Fact
+ |WHERE year(date) = 2000
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid, flid
+ |FROM Fact
+ |WHERE year(date) = 2000
+ """.stripMargin.trim,
+ s"""
+ |SELECT gen_subsumer_0.`faid`, gen_subsumer_0.`flid`
+ |FROM
+ | (SELECT fact.`faid`, fact.`flid`, fact.`date`
+ | FROM
+ | fact
+ | WHERE
+ | (year(CAST(fact.`date` AS DATE)) = 2000)) gen_subsumer_0
+ |WHERE
+ | (year(CAST(gen_subsumer_0.`date` AS DATE)) = 2000)
+ """.stripMargin.trim),
+ ("case_6",
+ s"""
+ |SELECT faid, flid, date
+ |FROM Fact
+ |WHERE year(date) in (2000,2001)
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid, flid
+ |FROM Fact
+ |WHERE year(date) = 2000
+ """.stripMargin.trim,
+ s"""
+ |SELECT fact.`faid`, fact.`flid`
+ |FROM
+ | fact
+ |WHERE
+ | (year(CAST(fact.`date` AS DATE)) = 2000)
+ """.stripMargin.trim),
+ ("case_7",
+ s"""
+ |SELECT faid, flid, year(date) as year, count(*) as cnt
+ |FROM Fact
+ |GROUP BY faid, flid, year(date)
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid, year(date) as year, count(*) as cnt
+ |FROM Fact
+ |GROUP BY Fact.faid,year(Fact.date)
+ |HAVING count(*) > 2
+ """.stripMargin.trim,
+ s"""
+ |SELECT gen_subsumer_0.`faid`, gen_subsumer_0.`year` AS `year`, sum(gen_subsumer_0.`cnt`) AS `cnt`
+ |FROM
+ | (SELECT fact.`faid`, fact.`flid`, year(CAST(fact.`date` AS DATE)) AS `year`, count(1) AS `cnt`
+ | FROM
+ | fact
+ | GROUP BY fact.`faid`, fact.`flid`, year(CAST(fact.`date` AS DATE))) gen_subsumer_0
+ |GROUP BY gen_subsumer_0.`faid`, gen_subsumer_0.`year`
+ |HAVING (sum(gen_subsumer_0.`cnt`) > 2L)
+ """.stripMargin.trim),
+ ("case_8",
+ s"""
+ |SELECT date
+ |FROM Fact
+ """.stripMargin.trim,
+ s"""
+ |SELECT year(date)
+ |FROM Fact
+ """.stripMargin.trim,
+ s"""
+ |SELECT year(CAST(gen_subsumer_0.`date` AS DATE)) AS `year(CAST(date AS DATE))`
+ |FROM
+ | (SELECT fact.`date`
+ | FROM
+ | fact) gen_subsumer_0
+ """.stripMargin.trim),
+ ("case_9",
+ s"""
+ |SELECT faid, flid
+ |FROM Fact
+ |WHERE faid > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid
+ |FROM Fact
+ |WHERE faid > 0 AND flid > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT gen_subsumer_0.`faid`
+ |FROM
+ | (SELECT fact.`faid`, fact.`flid`
+ | FROM
+ | fact
+ | WHERE
+ | (fact.`faid` > 0)) gen_subsumer_0
+ |WHERE
+ | (gen_subsumer_0.`faid` > 0) AND (gen_subsumer_0.`flid` > 0)
+ """.stripMargin.trim),
+ ("case_10",
+ s"""
+ |SELECT faid, flid
+ |FROM Fact
+ |WHERE faid > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT faid
+ |FROM Fact
+ |WHERE faid > 0 OR flid > 0
+ """.stripMargin.trim,
+ s"""
+ |SELECT fact.`faid`
+ |FROM
+ | fact
+ |WHERE
+ | ((fact.`faid` > 0) OR (fact.`flid` > 0))
+ """.stripMargin.trim))
+}
\ No newline at end of file
[03/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Utils.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Utils.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Utils.scala
new file mode 100644
index 0000000..074d369
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Utils.scala
@@ -0,0 +1,358 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeMap, Expression, PredicateHelper}
+import org.apache.spark.sql.catalyst.expressions.aggregate._
+
+import org.apache.carbondata.mv.plans.modular
+import org.apache.carbondata.mv.plans.modular.ModularPlan
+
+/**
+ * Utility functions used by mqo matcher to convert our plan to new aggregation code path
+ */
+private[rewrite] object Utils extends PredicateHelper {
+
+ // use for match qb_2a, qb_2q and sel_3a, sel_3q
+ private def doMatch(
+ operator_a: modular.Matchable,
+ operator_q: modular.Matchable,
+ alias_m: AttributeMap[Alias]): Option[modular.Matchable] = {
+ var matchable = true
+ val matched = operator_q.transformExpressions {
+ case cnt_q@AggregateExpression(Count(exprs_q), _, false, _) =>
+ operator_a.outputList.find {
+ case alias: Alias if alias_m.contains(alias.toAttribute) &&
+ alias_m(alias.toAttribute).child.isInstanceOf[AggregateExpression] &&
+ alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Count] =>
+ // case for groupby
+ val cnt_a = alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ val exprs_a = cnt_a.aggregateFunction.asInstanceOf[Count].children
+ if (cnt_a.isDistinct != cnt_q.isDistinct || exprs_q.length != exprs_a.length) {
+ false
+ } else {
+ exprs_a.sortBy(_.hashCode()).zip(exprs_q.sortBy(_.hashCode()))
+ .forall(p => p._1.semanticEquals(p._2))
+ }
+
+ case attr: Attribute if alias_m.contains(attr) &&
+ alias_m(attr).child.isInstanceOf[AggregateExpression] &&
+ alias_m(attr).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Count] =>
+ val cnt_a = alias_m(attr).child.asInstanceOf[AggregateExpression]
+ val exprs_a = cnt_a.aggregateFunction.asInstanceOf[Count].children
+ if (cnt_a.isDistinct != cnt_q.isDistinct || exprs_q.length != exprs_a.length) {
+ false
+ } else {
+ exprs_a.sortBy(_.hashCode()).zip(exprs_q.sortBy(_.hashCode()))
+ .forall(p => p._1.semanticEquals(p._2))
+ }
+
+ case _ => false
+ }.map { cnt => AggregateExpression(
+ Sum(cnt.toAttribute),
+ cnt_q.mode,
+ isDistinct = false,
+ cnt_q.resultId)
+ }.getOrElse { matchable = false; cnt_q }
+
+ case sum_q@AggregateExpression(Sum(expr_q), _, false, _) =>
+ operator_a.outputList.find {
+ case alias: Alias if alias_m.contains(alias.toAttribute) &&
+ alias_m(alias.toAttribute).child.isInstanceOf[AggregateExpression] &&
+ alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Sum] =>
+ val sum_a = alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ val expr_a = sum_a.aggregateFunction.asInstanceOf[Sum].child
+ if (sum_a.isDistinct != sum_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+
+ case attr: Attribute if alias_m.contains(attr) &&
+ alias_m(attr).child.isInstanceOf[AggregateExpression] &&
+ alias_m(attr).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Sum] =>
+ val sum_a = alias_m(attr).child.asInstanceOf[AggregateExpression]
+ val expr_a = sum_a.aggregateFunction.asInstanceOf[Sum].child
+ if (sum_a.isDistinct != sum_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+
+ case _ => false
+ }.map { sum => AggregateExpression(
+ Sum(sum.toAttribute),
+ sum_q.mode,
+ isDistinct = false,
+ sum_q.resultId)
+ }.getOrElse { matchable = false; sum_q }
+
+ case max_q@AggregateExpression(Max(expr_q), _, false, _) =>
+ operator_a.outputList.find {
+ case alias: Alias if alias_m.contains(alias.toAttribute) &&
+ alias_m(alias.toAttribute).child.isInstanceOf[AggregateExpression] &&
+ alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Max] =>
+ val max_a = alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ val expr_a = max_a.aggregateFunction.asInstanceOf[Max].child
+ if (max_a.isDistinct != max_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+
+ case attr: Attribute if alias_m.contains(attr) &&
+ alias_m(attr).child.isInstanceOf[AggregateExpression] &&
+ alias_m(attr).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Max] =>
+ val max_a = alias_m(attr).child.asInstanceOf[AggregateExpression]
+ val expr_a = max_a.aggregateFunction.asInstanceOf[Max].child
+ if (max_a.isDistinct != max_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+
+ case _ => false
+ }.map { max => AggregateExpression(
+ Max(max.toAttribute),
+ max_q.mode,
+ isDistinct = false,
+ max_q.resultId)
+ }.getOrElse { matchable = false; max_q }
+
+ case min_q@AggregateExpression(Min(expr_q), _, false, _) =>
+ operator_a.outputList.find {
+ case alias: Alias if alias_m.contains(alias.toAttribute) &&
+ alias_m(alias.toAttribute).child.isInstanceOf[AggregateExpression] &&
+ alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Min] => {
+ val min_a = alias_m(alias.toAttribute).child.asInstanceOf[AggregateExpression]
+ val expr_a = min_a.aggregateFunction.asInstanceOf[Max].child
+ if (min_a.isDistinct != min_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+ }
+ case attr: Attribute if alias_m.contains(attr) &&
+ alias_m(attr).child.isInstanceOf[AggregateExpression] &&
+ alias_m(attr).child.asInstanceOf[AggregateExpression]
+ .aggregateFunction.isInstanceOf[Min] => {
+ val min_a = alias_m(attr).child.asInstanceOf[AggregateExpression]
+ val expr_a = min_a.aggregateFunction.asInstanceOf[Max].child
+ if (min_a.isDistinct != min_q.isDistinct) {
+ false
+ } else {
+ expr_a.semanticEquals(expr_q)
+ }
+ }
+ case _ => false
+ }.map { min => AggregateExpression(
+ Min(min.toAttribute),
+ min_q.mode,
+ isDistinct = false,
+ min_q.resultId)
+ }.getOrElse { matchable = false; min_q }
+
+ case other: AggregateExpression =>
+ matchable = false
+ other
+
+ case expr: Expression if !expr.isInstanceOf[AggregateFunction] =>
+ operator_a.outputList.find {
+ case alias: Alias if alias_m.contains(alias.toAttribute) &&
+ alias_m(alias.toAttribute).child.semanticEquals(expr) &&
+ !alias_m(alias.toAttribute).child
+ .isInstanceOf[AggregateExpression] => true
+ case attr: Attribute if alias_m.contains(attr) &&
+ alias_m(attr).child.semanticEquals(expr) &&
+ !alias_m(attr).child.isInstanceOf[AggregateExpression] => true
+ case _ => false
+ }.map(_.toAttribute)
+ .getOrElse { expr }
+ }
+
+ if (matchable) {
+ Some(matched)
+ } else {
+ None
+ }
+ }
+
+ def tryMatch(a: modular.Matchable,
+ q: modular.Matchable,
+ m: AttributeMap[Alias]): Option[modular.Matchable] = {
+ if (a.getClass == q.getClass) {
+ doMatch(a, q, m)
+ } else {
+ None
+ }
+ }
+
+ /**
+ * (Subsumee) expression translation:
+ *
+ * The translation begins by creating a copy of the whole expression (step 1). Then each input
+ * column is translated in turn.
+ * To translate an input column, we first find the child block that produces the input column
+ * and replace the input column with the
+ * associated output column expression (step 2). The next step is to replace the translated
+ * expression with its equivalent output
+ * expression at the top of the child compensation (step 3). Then, We recursively translate
+ * each new input column(except input
+ * columns produced by rejoin children) until we reach the bottom of the child compensation
+ * (step 4). Finally, we find an
+ * equivalent output expression in subsumer (step 5).
+ *
+ * So given a subsumee expr, the translation follows the following path:
+ *
+ * top of subsumee --> child of subsumee --> top of compensation --> bottom of compensation -->
+ * top of subsumer
+ *
+ * To simplify this we assume in subsumer outputList of top select 1-1 corresponds to the
+ * outputList of groupby
+ * note that subsumer outputList is list of attributes and that of groupby is list of aliases
+ *
+ */
+ private def doTopSelectTranslation(exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan]): Option[Expression] = {
+ (subsumer, subsumee, compensation) match {
+ // top selects whose children do not match exactly
+ // for simplicity, we assume outputList of subsumer is 1-1 corresponding to that of its
+ // immediately groupby child
+ case (
+ sel_3a@modular.Select(
+ _, _, _, _, _,
+ Seq(gb_2a@modular.GroupBy(
+ _, _, _, _, sel_2a@modular.Select(_, _, _, _, _, _, _, _, _, _), _, _, _)),
+ _, _, _, _),
+ sel_3q@modular.Select(
+ _, _, _, _, _, Seq(gb_2q@modular.GroupBy(_, _, _, _, _, _, _, _)), _, _, _, _),
+ Some(gb_2c@modular.GroupBy(
+ _, _, _, _, sel_2c@modular.Select(_, _, _, _, _, _, _, _, _, _), _, _, _))
+ ) =>
+ if (sel_3q.predicateList.contains(exprE)) {
+ val expr1E = exprE.transform {
+ case attr: Attribute =>
+ gb_2c.outputList.lift(
+ gb_2q.outputList.indexWhere {
+ case alias: Alias if alias.toAttribute.semanticEquals(attr) => true;
+ case other => false
+ }).getOrElse { attr }
+ }
+ if (expr1E.eq(exprE)) {
+ None
+ } else {
+ Some(expr1E)
+ }
+ }
+ else if (sel_3q.outputList.contains(exprE)) {
+ exprE match {
+ case attr: Attribute => // this subexpression must in subsumee select output list
+ gb_2c.outputList.lift(
+ gb_2q.outputList.indexWhere {
+ case a if a.toAttribute.semanticEquals(attr) => true;
+ case other => false
+ })
+
+ case alias: Alias =>
+ gb_2c.outputList.lift(
+ gb_2q.outputList.indexWhere {
+ case a if a.toAttribute.semanticEquals(alias.toAttribute) => true;
+ case other => false
+ })
+
+ case _ => None
+ }
+ } else if (sel_2c.predicateList.contains(exprE)) {
+ if (sel_2a.predicateList.exists(_.semanticEquals(exprE)) ||
+ canEvaluate(exprE, subsumer)) {
+ Some(exprE)
+ } else {
+ None
+ }
+ } else if (gb_2c.predicateList.contains(exprE)) {
+ if (gb_2a.outputList.exists {
+ case a: Alias if a.child.semanticEquals(exprE) => true;
+ case _ => false
+ } || canEvaluate(exprE, subsumer)) {
+ Some(exprE)
+ } else {
+ None
+ }
+ } else if (sel_2a.predicateList.exists(_.semanticEquals(exprE)) ||
+ canEvaluate(exprE, subsumer)) {
+ Some(exprE)
+ } else {
+ None
+ }
+
+ case _ => None // TODO: implement this
+ }
+ }
+
+ private def isSemanticEquivalent(translatedExpr: Expression, subsumer: ModularPlan) = {
+ subsumer match {
+ // if subsumer has where clause, even if expr can be translated into new expr based on
+ // subsumer, the two may not be semantic equivalent
+ // TODO: refine this
+ case modular.Select(
+ _, _, predicateList, _, _,
+ Seq(modular.GroupBy(_, _, _, _, _, _, _, _)), _, _, _, _)
+ if predicateList.nonEmpty => false
+ case _ => true
+ }
+ }
+
+ /**
+ * derivable = translatable + semantic equivalent
+ *
+ * The translation method described above is also the first step in deriving a subsumee
+ * expression Eexp from the subsumer's output columns. After translating
+ * Eexp to E'exp, deriavability can be established by making sure that the subsumer
+ * computes at its output certain necessary subexpressions of E'exp (or even the entire
+ * E'exp). The problem that arises, however, is to determine the parts of E'exp that
+ * can/should be computed by the subsumer.
+ *
+ * In general, translation causes an expression to expand by replacing individual input
+ * columns with equivalent subexpressions. Derivation is the reverse operation, where
+ * pieces of the translated expression are collapsed as they are computed along the
+ * derivation path.
+ */
+
+ def isDerivable(exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan]): Boolean = {
+ val exprE1 = doTopSelectTranslation(exprE, exprListR, subsumee, subsumer, compensation)
+ exprE1 match {
+ case Some(e) => isSemanticEquivalent(e, subsumer)
+ case _ => false
+ }
+ }
+
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
new file mode 100644
index 0000000..184fdc1
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
@@ -0,0 +1,676 @@
+package org.apache.carbondata.mv.rewrite
+
+import java.io.File
+
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+import org.apache.spark.sql.test.util.QueryTest
+import org.scalatest.BeforeAndAfterAll
+
+import org.apache.carbondata.core.constants.CarbonCommonConstants
+import org.apache.carbondata.core.util.CarbonProperties
+
+class MVCreateTestCase extends QueryTest with BeforeAndAfterAll {
+
+ override def beforeAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT, "yyyy/MM/dd")
+ val projectPath = new File(this.getClass.getResource("/").getPath + "../../../../../")
+ .getCanonicalPath.replaceAll("\\\\", "/")
+ val integrationPath = s"$projectPath/integration"
+ val resourcesPath = s"$integrationPath/spark-common-test/src/test/resources"
+ sql(
+ """
+ | CREATE TABLE fact_table1 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table1 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table1 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(
+ """
+ | CREATE TABLE fact_table2 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table2 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table2 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+
+ sql(
+ """
+ | CREATE TABLE fact_table3 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table3 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table3 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+
+ sql(
+ """
+ | CREATE TABLE fact_table4 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table4 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table4 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(
+ """
+ | CREATE TABLE fact_table5 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table5 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table5 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+
+ sql(
+ """
+ | CREATE TABLE fact_table6 (empname String, designation String, doj Timestamp,
+ | workgroupcategory int, workgroupcategoryname String, deptno int, deptname String,
+ | projectcode int, projectjoindate Timestamp, projectenddate Timestamp,attendance int,
+ | utilization int,salary int)
+ | STORED BY 'org.apache.carbondata.format'
+ """.stripMargin)
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table6 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ sql(s"""LOAD DATA local inpath '$resourcesPath/data_big.csv' INTO TABLE fact_table6 OPTIONS('DELIMITER'= ',', 'QUOTECHAR'= '"')""")
+ }
+
+ test("test create datamap with simple and same projection") {
+ sql("drop datamap if exists datamap1")
+ sql("create datamap datamap1 using 'mv' as select empname, designation from fact_table1")
+ sql(s"rebuild datamap datamap1")
+ val df = sql("select empname,designation from fact_table1")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap1"))
+ checkAnswer(df, sql("select empname,designation from fact_table2"))
+ sql(s"drop datamap datamap1")
+ }
+
+ test("test create datamap with simple and sub projection") {
+ sql("drop datamap if exists datamap2")
+ sql("create datamap datamap2 using 'mv' as select empname, designation from fact_table1")
+ sql(s"rebuild datamap datamap2")
+ val df = sql("select empname from fact_table1")
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap2"))
+ checkAnswer(df, sql("select empname from fact_table2"))
+ sql(s"drop datamap datamap2")
+ }
+
+ test("test create datamap with simple and same projection with projection filter") {
+ sql("drop datamap if exists datamap3")
+ sql("create datamap datamap3 using 'mv' as select empname, designation from fact_table1")
+ sql(s"rebuild datamap datamap3")
+ val frame = sql("select empname, designation from fact_table1 where empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap3"))
+
+ checkAnswer(frame, sql("select empname, designation from fact_table2 where empname='shivani'"))
+ sql(s"drop datamap datamap3")
+ }
+
+ test("test create datamap with simple and sub projection with non projection filter") {
+ sql("create datamap datamap4 using 'mv' as select empname, designation from fact_table1")
+ sql(s"rebuild datamap datamap4")
+ val frame = sql("select designation from fact_table1 where empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap4"))
+ checkAnswer(frame, sql("select designation from fact_table2 where empname='shivani'"))
+ sql(s"drop datamap datamap4")
+ }
+
+ test("test create datamap with simple and sub projection with datamap filter") {
+ sql("create datamap datamap5 using 'mv' as select empname, designation from fact_table1 where empname='shivani'")
+ sql(s"rebuild datamap datamap5")
+ val frame = sql("select designation from fact_table1 where empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap5"))
+ checkAnswer(frame, sql("select designation from fact_table2 where empname='shivani'"))
+ sql(s"drop datamap datamap5")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter ") {
+ sql("create datamap datamap6 using 'mv' as select empname, designation from fact_table1 where empname='shivani'")
+ sql(s"rebuild datamap datamap6")
+ val frame = sql("select empname,designation from fact_table1 where empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap6"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2 where empname='shivani'"))
+ sql(s"drop datamap datamap6")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter and extra query column filter") {
+ sql("create datamap datamap7 using 'mv' as select empname, designation from fact_table1 where empname='shivani'")
+ sql(s"rebuild datamap datamap7")
+ val frame = sql(
+ "select empname,designation from fact_table1 where empname='shivani' and designation='SA'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap7"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2 where empname='shivani' and designation='SA'"))
+ sql(s"drop datamap datamap7")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter and different column filter") {
+ sql("create datamap datamap8 using 'mv' as select empname, designation from fact_table1 where empname='shivani'")
+ sql(s"rebuild datamap datamap8")
+ val frame = sql("select empname,designation from fact_table1 where designation='SA'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap8"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2 where designation='SA'"))
+ sql(s"drop datamap datamap8")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter on non projection column and extra column filter") {
+ sql("create datamap datamap9 using 'mv' as select empname, designation from fact_table1 where deptname='cloud'")
+ sql(s"rebuild datamap datamap9")
+ val frame = sql("select empname,designation from fact_table1 where deptname='cloud'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap9"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2 where deptname='cloud'"))
+ sql(s"drop datamap datamap9")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter on non projection column and no column filter") {
+ sql("create datamap datamap10 using 'mv' as select empname, designation from fact_table1 where deptname='cloud'")
+ sql(s"rebuild datamap datamap10")
+ val frame = sql("select empname,designation from fact_table1")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap10"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2"))
+ sql(s"drop datamap datamap10")
+ }
+
+ test("test create datamap with simple and same projection with datamap filter on non projection column and different column filter") {
+ sql("create datamap datamap11 using 'mv' as select empname, designation from fact_table1 where deptname='cloud'")
+ sql(s"rebuild datamap datamap11")
+ val frame = sql("select empname,designation from fact_table1 where designation='SA'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap11"))
+ checkAnswer(frame, sql("select empname,designation from fact_table2 where designation='SA'"))
+ sql(s"drop datamap datamap11")
+ }
+
+ test("test create datamap with simple and same group by query") {
+ sql("drop datamap if exists datamap12")
+ sql("create datamap datamap12 using 'mv' as select empname, sum(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap12")
+ val frame = sql("select empname, sum(utilization) from fact_table1 group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap12"))
+ checkAnswer(frame, sql("select empname, sum(utilization) from fact_table2 group by empname"))
+ sql(s"drop datamap datamap12")
+ }
+
+ test("test create datamap with simple and sub group by query") {
+ sql("drop datamap if exists datamap13")
+ sql("create datamap datamap13 using 'mv' as select empname, sum(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap13")
+ val frame = sql("select sum(utilization) from fact_table1 group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap13"))
+ checkAnswer(frame, sql("select sum(utilization) from fact_table2 group by empname"))
+ sql(s"drop datamap datamap13")
+ }
+
+ test("test create datamap with simple and sub group by query with filter on query") {
+ sql("drop datamap if exists datamap14")
+ sql("create datamap datamap14 using 'mv' as select empname, sum(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap14")
+ val frame = sql(
+ "select empname,sum(utilization) from fact_table1 group by empname having empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap14"))
+ checkAnswer(frame, sql("select empname,sum(utilization) from fact_table2 where empname='shivani' group by empname"))
+ sql(s"drop datamap datamap14")
+ }
+
+ test("test create datamap with simple and sub group and sub projection by query with filter on query") {
+ sql("drop datamap if exists datamap32")
+ sql("create datamap datamap32 using 'mv' as select empname, sum(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap32")
+ val frame = sql(
+ "select empname, sum(utilization) from fact_table1 group by empname having empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap32"))
+ checkAnswer(frame, sql( "select empname, sum(utilization) from fact_table2 group by empname having empname='shivani'"))
+ sql(s"drop datamap datamap32")
+ }
+
+ test("test create datamap with simple and sub group by query with filter on datamap") {
+ sql("create datamap datamap15 using 'mv' as select empname, sum(utilization) from fact_table1 where empname='shivani' group by empname")
+ sql(s"rebuild datamap datamap15")
+ val frame = sql(
+ "select empname,sum(utilization) from fact_table1 where empname='shivani' group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap15"))
+ checkAnswer(frame, sql("select empname,sum(utilization) from fact_table2 where empname='shivani' group by empname"))
+ sql(s"drop datamap datamap15")
+ }
+
+ test("test create datamap with simple and sub group by query with filter on datamap and no filter on query") {
+ sql("create datamap datamap16 using 'mv' as select empname, sum(utilization) from fact_table1 where empname='shivani' group by empname")
+ sql(s"rebuild datamap datamap16")
+ val frame = sql("select empname,sum(utilization) from fact_table1 group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap16"))
+ checkAnswer(frame, sql("select empname,sum(utilization) from fact_table2 group by empname"))
+ sql(s"drop datamap datamap16")
+ }
+
+ test("test create datamap with simple and same group by with expression") {
+ sql("create datamap datamap17 using 'mv' as select empname, sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap17")
+ val frame = sql(
+ "select empname, sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group" +
+ " by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap17"))
+ checkAnswer(frame, sql("select empname, sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table2 group" +
+ " by empname"))
+ sql(s"drop datamap datamap17")
+ }
+
+ test("test create datamap with simple and sub group by with expression") {
+ sql("drop datamap if exists datamap18")
+ sql("create datamap datamap18 using 'mv' as select empname, sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap18")
+ val frame = sql(
+ "select sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap18"))
+ checkAnswer(frame, sql("select sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table2 group by empname"))
+ sql(s"drop datamap datamap18")
+ }
+
+ test("test create datamap with simple and sub count group by with expression") {
+ sql("drop datamap if exists datamap19")
+ sql("create datamap datamap19 using 'mv' as select empname, count(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap19")
+ val frame = sql(
+ "select count(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap19"))
+ checkAnswer(frame, sql("select count(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table2 group by empname"))
+ sql(s"drop datamap datamap19")
+ }
+
+ test("test create datamap with simple and sub group by with expression and filter on query") {
+ sql("drop datamap if exists datamap20")
+ sql("create datamap datamap20 using 'mv' as select empname, sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap20")
+ val frame = sql(
+ "select sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table1 where " +
+ "empname='shivani' group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap20"))
+ checkAnswer(frame, sql("select sum(CASE WHEN utilization=27 THEN deptno ELSE 0 END) from fact_table2 where " +
+ "empname='shivani' group by empname"))
+ sql(s"drop datamap datamap20")
+ }
+
+ test("test create datamap with simple join") {
+ sql("drop datamap if exists datamap21")
+ sql("create datamap datamap21 using 'mv' as select t1.empname as c1, t2.designation, t2.empname as c2 from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ sql(s"rebuild datamap datamap21")
+ val frame = sql(
+ "select t1.empname as c1, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap21"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation from fact_table4 t1,fact_table5 t2 where t1.empname = t2.empname"))
+ sql(s"drop datamap datamap21")
+ }
+
+ test("test create datamap with simple join and filter on query") {
+ sql("drop datamap if exists datamap22")
+ sql("create datamap datamap22 using 'mv' as select t1.empname, t2.designation, t2.empname from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ sql(s"rebuild datamap datamap22")
+ val frame = sql(
+ "select t1.empname, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = " +
+ "t2.empname and t1.empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap22"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation from fact_table4 t1,fact_table5 t2 where t1.empname = " +
+ "t2.empname and t1.empname='shivani'"))
+ sql(s"drop datamap datamap22")
+ }
+
+
+ test("test create datamap with simple join and filter on query and datamap") {
+ sql("drop datamap if exists datamap23")
+ sql("create datamap datamap23 using 'mv' as select t1.empname, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname and t1.empname='shivani'")
+ sql(s"rebuild datamap datamap23")
+ val frame = sql(
+ "select t1.empname, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = " +
+ "t2.empname and t1.empname='shivani'")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap23"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation from fact_table4 t1,fact_table5 t2 where t1.empname = " +
+ "t2.empname and t1.empname='shivani'"))
+ sql(s"drop datamap datamap23")
+ }
+
+ test("test create datamap with simple join and filter on datamap and no filter on query") {
+ sql("drop datamap if exists datamap24")
+ sql("create datamap datamap24 using 'mv' as select t1.empname, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname and t1.empname='shivani'")
+ sql(s"rebuild datamap datamap24")
+ val frame = sql(
+ "select t1.empname, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap24"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation from fact_table4 t1,fact_table5 t2 where t1.empname = t2.empname"))
+ sql(s"drop datamap datamap24")
+ }
+
+ test("test create datamap with multiple join") {
+ sql("drop datamap if exists datamap25")
+ sql("create datamap datamap25 using 'mv' as select t1.empname as c1, t2.designation from fact_table1 t1,fact_table2 t2,fact_table3 t3 where t1.empname = t2.empname and t1.empname=t3.empname")
+ sql(s"rebuild datamap datamap25")
+ val frame = sql(
+ "select t1.empname as c1, t2.designation from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap25"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation from fact_table4 t1,fact_table5 t2 where t1.empname = t2.empname"))
+ sql(s"drop datamap datamap25")
+ }
+
+ ignore("test create datamap with simple join on datamap and multi join on query") {
+ sql("create datamap datamap26 using 'mv' as select t1.empname, t2.designation, t2.empname from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname")
+ sql(s"rebuild datamap datamap26")
+ val frame = sql(
+ "select t1.empname, t2.designation, t2.empname from fact_table1 t1,fact_table2 t2,fact_table3 " +
+ "t3 where t1.empname = t2.empname and t1.empname=t3.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap26"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, t2.empname from fact_table4 t1,fact_table5 t2,fact_table6 " +
+ "t3 where t1.empname = t2.empname and t1.empname=t3.empname"))
+ sql(s"drop datamap datamap26")
+ }
+
+ test("test create datamap with join with group by") {
+ sql("create datamap datamap27 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap27")
+ val frame = sql(
+ "select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname group by t1.empname, t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap27"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, sum(t1.utilization) from fact_table4 t1,fact_table5 t2 " +
+ "where t1.empname = t2.empname group by t1.empname, t2.designation"))
+ sql(s"drop datamap datamap27")
+ }
+
+ test("test create datamap with join with group by and sub projection") {
+ sql("drop datamap if exists datamap28")
+ sql("create datamap datamap28 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap28")
+ val frame = sql(
+ "select t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where " +
+ "t1.empname = t2.empname group by t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap28"))
+ checkAnswer(frame, sql("select t2.designation, sum(t1.utilization) from fact_table4 t1,fact_table5 t2 where " +
+ "t1.empname = t2.empname group by t2.designation"))
+ sql(s"drop datamap datamap28")
+ }
+
+ test("test create datamap with join with group by and sub projection with filter") {
+ sql("drop datamap if exists datamap29")
+ sql("create datamap datamap29 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap29")
+ val frame = sql(
+ "select t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where " +
+ "t1.empname = t2.empname and t1.empname='shivani' group by t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap29"))
+ checkAnswer(frame, sql("select t2.designation, sum(t1.utilization) from fact_table4 t1,fact_table5 t2 where " +
+ "t1.empname = t2.empname and t1.empname='shivani' group by t2.designation"))
+ sql(s"drop datamap datamap29")
+ }
+
+ test("test create datamap with join with group by with filter") {
+ sql("drop datamap if exists datamap30")
+ sql("create datamap datamap30 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 where t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap30")
+ val frame = sql(
+ "select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname and t2.designation='SA' group by t1.empname, t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap30"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, sum(t1.utilization) from fact_table4 t1,fact_table5 t2 " +
+ "where t1.empname = t2.empname and t2.designation='SA' group by t1.empname, t2.designation"))
+ sql(s"drop datamap datamap30")
+ }
+
+ test("test create datamap with expression on projection") {
+ sql(s"drop datamap if exists datamap31")
+ sql("create datamap datamap31 using 'mv' as select empname, designation, utilization, projectcode from fact_table1 ")
+ sql(s"rebuild datamap datamap31")
+ val frame = sql(
+ "select empname, designation, utilization+projectcode from fact_table1")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap31"))
+ checkAnswer(frame, sql("select empname, designation, utilization+projectcode from fact_table2"))
+ sql(s"drop datamap datamap31")
+ }
+
+ test("test create datamap with simple and sub group by query and count agg") {
+ sql(s"drop datamap if exists datamap32")
+ sql("create datamap datamap32 using 'mv' as select empname, count(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap32")
+ val frame = sql("select empname,count(utilization) from fact_table1 where empname='shivani' group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap32"))
+ checkAnswer(frame, sql("select empname,count(utilization) from fact_table2 where empname='shivani' group by empname"))
+ sql(s"drop datamap datamap32")
+ }
+
+ ignore("test create datamap with simple and sub group by query and avg agg") {
+ sql(s"drop datamap if exists datamap33")
+ sql("create datamap datamap33 using 'mv' as select empname, avg(utilization) from fact_table1 group by empname")
+ sql(s"rebuild datamap datamap33")
+ val frame = sql("select empname,avg(utilization) from fact_table1 where empname='shivani' group by empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap33"))
+ checkAnswer(frame, sql("select empname,avg(utilization) from fact_table2 where empname='shivani' group by empname"))
+ sql(s"drop datamap datamap33")
+ }
+
+ test("test create datamap with left join with group by") {
+ sql("drop datamap if exists datamap34")
+ sql("create datamap datamap34 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 on t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap34")
+ val frame = sql(
+ "select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname group by t1.empname, t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap34"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname group by t1.empname, t2.designation"))
+ sql(s"drop datamap datamap34")
+ }
+
+ test("test create datamap with simple and group by query with filter on datamap but not on projection") {
+ sql("create datamap datamap35 using 'mv' as select designation, sum(utilization) from fact_table1 where empname='shivani' group by designation")
+ sql(s"rebuild datamap datamap35")
+ val frame = sql(
+ "select designation, sum(utilization) from fact_table1 where empname='shivani' group by designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap35"))
+ checkAnswer(frame, sql("select designation, sum(utilization) from fact_table2 where empname='shivani' group by designation"))
+ sql(s"drop datamap datamap35")
+ }
+
+ test("test create datamap with simple and sub group by query with filter on datamap but not on projection") {
+ sql("create datamap datamap36 using 'mv' as select designation, sum(utilization) from fact_table1 where empname='shivani' group by designation")
+ sql(s"rebuild datamap datamap36")
+ val frame = sql(
+ "select sum(utilization) from fact_table1 where empname='shivani' group by designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap36"))
+ checkAnswer(frame, sql("select sum(utilization) from fact_table2 where empname='shivani' group by designation"))
+ sql(s"drop datamap datamap36")
+ }
+
+ test("test create datamap with agg push join with sub group by ") {
+ sql("drop datamap if exists datamap37")
+ sql("create datamap datamap37 using 'mv' as select empname, designation, sum(utilization) from fact_table1 group by empname, designation")
+ sql(s"rebuild datamap datamap37")
+ val frame = sql(
+ "select t1.empname, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname group by t1.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap37"))
+ checkAnswer(frame, sql("select t1.empname, sum(t1.utilization) from fact_table3 t1,fact_table4 t2 " +
+ "where t1.empname = t2.empname group by t1.empname, t1.designation"))
+ sql(s"drop datamap datamap37")
+ }
+
+ test("test create datamap with agg push join with group by ") {
+ sql("drop datamap if exists datamap38")
+ sql("create datamap datamap38 using 'mv' as select empname, designation, sum(utilization) from fact_table1 group by empname, designation")
+ sql(s"rebuild datamap datamap38")
+ val frame = sql(
+ "select t1.empname, t1.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname group by t1.empname,t1.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap38"))
+ checkAnswer(frame, sql("select t1.empname,t1.designation, sum(t1.utilization) from fact_table3 t1,fact_table4 t2 " +
+ "where t1.empname = t2.empname group by t1.empname, t1.designation"))
+ sql(s"drop datamap datamap38")
+ }
+
+ test("test create datamap with agg push join with group by with filter") {
+ sql("drop datamap if exists datamap39")
+ sql("create datamap datamap39 using 'mv' as select empname, designation, sum(utilization) from fact_table1 group by empname, designation ")
+ sql(s"rebuild datamap datamap39")
+ val frame = sql(
+ "select t1.empname, t1.designation, sum(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname and t1.empname='shivani' group by t1.empname,t1.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap39"))
+ checkAnswer(frame, sql("select t1.empname,t1.designation, sum(t1.utilization) from fact_table3 t1,fact_table4 t2 " +
+ "where t1.empname = t2.empname and t1.empname='shivani' group by t1.empname, t1.designation"))
+ sql(s"drop datamap datamap39")
+ }
+
+ test("test create datamap with more agg push join with group by with filter") {
+ sql("drop datamap if exists datamap40")
+ sql("create datamap datamap40 using 'mv' as select empname, designation, sum(utilization), count(utilization) from fact_table1 group by empname, designation ")
+ sql(s"rebuild datamap datamap40")
+ val frame = sql(
+ "select t1.empname, t1.designation, sum(t1.utilization),count(t1.utilization) from fact_table1 t1,fact_table2 t2 " +
+ "where t1.empname = t2.empname and t1.empname='shivani' group by t1.empname,t1.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap40"))
+ checkAnswer(frame, sql("select t1.empname, t1.designation, sum(t1.utilization),count(t1.utilization) from fact_table3 t1,fact_table4 t2 " +
+ "where t1.empname = t2.empname and t1.empname='shivani' group by t1.empname,t1.designation"))
+ sql(s"drop datamap datamap40")
+ }
+
+ test("test create datamap with left join with group by with filter") {
+ sql("drop datamap if exists datamap41")
+ sql("create datamap datamap41 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 on t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap41")
+ val frame = sql(
+ "select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname, t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap41"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname, t2.designation"))
+ sql(s"drop datamap datamap41")
+ }
+
+ test("test create datamap with left join with sub group by") {
+ sql("drop datamap if exists datamap42")
+ sql("create datamap datamap42 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 on t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap42")
+ val frame = sql(
+ "select t1.empname, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname group by t1.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap42"))
+ checkAnswer(frame, sql("select t1.empname, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname group by t1.empname"))
+ sql(s"drop datamap datamap42")
+ }
+
+ test("test create datamap with left join with sub group by with filter") {
+ sql("drop datamap if exists datamap43")
+ sql("create datamap datamap43 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 on t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap43")
+ val frame = sql(
+ "select t1.empname, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap43"))
+ checkAnswer(frame, sql("select t1.empname, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname"))
+ sql(s"drop datamap datamap43")
+ }
+
+ test("test create datamap with left join with sub group by with filter on mv") {
+ sql("drop datamap if exists datamap44")
+ sql("create datamap datamap44 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap44")
+ val frame = sql(
+ "select t1.empname, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap44"))
+ checkAnswer(frame, sql("select t1.empname, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname where t1.empname='shivani' group by t1.empname"))
+ sql(s"drop datamap datamap44")
+ }
+
+ test("test create datamap with left join on query and equi join on mv with group by with filter") {
+ sql("drop datamap if exists datamap45")
+
+ sql("create datamap datamap45 using 'mv' as select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 join fact_table2 t2 on t1.empname = t2.empname group by t1.empname, t2.designation")
+ sql(s"rebuild datamap datamap45")
+ // During spark optimizer it converts the left outer join queries with equi join if any filter present on right side table
+ val frame = sql(
+ "select t1.empname, t2.designation, sum(t1.utilization) from fact_table1 t1 left join fact_table2 t2 " +
+ "on t1.empname = t2.empname where t2.designation='SA' group by t1.empname, t2.designation")
+ val analyzed = frame.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap45"))
+ checkAnswer(frame, sql("select t1.empname, t2.designation, sum(t1.utilization) from fact_table4 t1 left join fact_table5 t2 " +
+ "on t1.empname = t2.empname where t2.designation='SA' group by t1.empname, t2.designation"))
+ sql(s"drop datamap datamap45")
+ }
+
+
+ def verifyMVDataMap(logicalPlan: LogicalPlan, dataMapName: String): Boolean = {
+ val tables = logicalPlan collect {
+ case l: LogicalRelation => l.catalogTable.get
+ }
+ tables.exists(_.identifier.table.equalsIgnoreCase(dataMapName+"_table"))
+ }
+
+
+ def drop(): Unit = {
+ sql("drop table IF EXISTS fact_table1")
+ sql("drop table IF EXISTS fact_table2")
+ sql("drop table IF EXISTS fact_table3")
+ sql("drop table IF EXISTS fact_table4")
+ sql("drop table IF EXISTS fact_table5")
+ sql("drop table IF EXISTS fact_table6")
+ }
+
+ override def afterAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT,
+ CarbonCommonConstants.CARBON_TIMESTAMP_DEFAULT_FORMAT)
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
new file mode 100644
index 0000000..f8eb11f
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
@@ -0,0 +1,167 @@
+package org.apache.carbondata.mv.rewrite
+
+import java.io.File
+
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+import org.apache.spark.sql.test.util.QueryTest
+import org.scalatest.BeforeAndAfterAll
+
+import org.apache.carbondata.core.constants.CarbonCommonConstants
+import org.apache.carbondata.core.util.CarbonProperties
+import org.apache.carbondata.mv.rewrite.matching.TestSQLBatch._
+
+class MVSampleTestCase extends QueryTest with BeforeAndAfterAll {
+
+ override def beforeAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT, "yyyy/MM/dd")
+ val projectPath = new File(this.getClass.getResource("/").getPath + "../../../../../")
+ .getCanonicalPath.replaceAll("\\\\", "/")
+ val integrationPath = s"$projectPath/integration"
+ val resourcesPath = s"$integrationPath/spark-common-test/src/test/resources"
+ sql("drop database if exists sample cascade")
+ sql("create database sample")
+ sql("use sample")
+
+ createTables.map(sql)
+
+ }
+
+ def createTables: Seq[String] = {
+ Seq[String](
+ s"""
+ |CREATE TABLE Fact (
+ | `tid` int,
+ | `fpgid` int,
+ | `flid` int,
+ | `date` timestamp,
+ | `faid` int,
+ | `price` double,
+ | `qty` int,
+ | `disc` string
+ |)
+ |STORED BY 'org.apache.carbondata.format'
+ """.stripMargin.trim,
+ s"""
+ |CREATE TABLE Dim (
+ | `lid` int,
+ | `city` string,
+ | `state` string,
+ | `country` string
+ |)
+ |STORED BY 'org.apache.carbondata.format'
+ """.stripMargin.trim,
+ s"""
+ |CREATE TABLE Item (
+ | `i_item_id` int,
+ | `i_item_sk` int
+ |)
+ |STORED BY 'org.apache.carbondata.format'
+ """.stripMargin.trim
+ )
+ }
+
+
+ test("test create datamap with sampleTestCases case_1") {
+ sql(s"drop datamap if exists datamap_sm1")
+ sql(s"create datamap datamap_sm1 using 'mv' as ${sampleTestCases(0)._2}")
+ sql(s"rebuild datamap datamap_sm1")
+ val df = sql(sampleTestCases(0)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap_sm1"))
+ sql(s"drop datamap datamap_sm1")
+ }
+
+ test("test create datamap with sampleTestCases case_3") {
+ sql(s"drop datamap if exists datamap_sm2")
+ sql(s"create datamap datamap_sm2 using 'mv' as ${sampleTestCases(2)._2}")
+ sql(s"rebuild datamap datamap_sm2")
+ val df = sql(sampleTestCases(2)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm2"))
+ sql(s"drop datamap datamap_sm2")
+ }
+
+ test("test create datamap with sampleTestCases case_4") {
+ sql(s"drop datamap if exists datamap_sm3")
+ sql(s"create datamap datamap_sm3 using 'mv' as ${sampleTestCases(3)._2}")
+ sql(s"rebuild datamap datamap_sm3")
+ val df = sql(sampleTestCases(3)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm3"))
+ sql(s"drop datamap datamap_sm3")
+ }
+
+ test("test create datamap with sampleTestCases case_5") {
+ sql(s"drop datamap if exists datamap_sm4")
+ sql(s"create datamap datamap_sm4 using 'mv' as ${sampleTestCases(4)._2}")
+ sql(s"rebuild datamap datamap_sm4")
+ val df = sql(sampleTestCases(4)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm4"))
+ sql(s"drop datamap datamap_sm4")
+ }
+
+ test("test create datamap with sampleTestCases case_6") {
+ sql(s"drop datamap if exists datamap_sm5")
+ sql(s"create datamap datamap_sm5 using 'mv' as ${sampleTestCases(5)._2}")
+ sql(s"rebuild datamap datamap_sm5")
+ val df = sql(sampleTestCases(5)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(!verifyMVDataMap(analyzed, "datamap_sm5"))
+ sql(s"drop datamap datamap_sm5")
+ }
+
+ test("test create datamap with sampleTestCases case_7") {
+ sql(s"drop datamap if exists datamap_sm6")
+ sql(s"create datamap datamap_sm6 using 'mv' as ${sampleTestCases(6)._2}")
+ sql(s"rebuild datamap datamap_sm6")
+ val df = sql(sampleTestCases(6)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm6"))
+ sql(s"drop datamap datamap_sm6")
+ }
+
+ test("test create datamap with sampleTestCases case_8") {
+ sql(s"drop datamap if exists datamap_sm7")
+ sql(s"create datamap datamap_sm7 using 'mv' as ${sampleTestCases(7)._2}")
+ sql(s"rebuild datamap datamap_sm7")
+ val df = sql(sampleTestCases(7)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm7"))
+ sql(s"drop datamap datamap_sm7")
+ }
+
+ test("test create datamap with sampleTestCases case_9") {
+ sql(s"drop datamap if exists datamap_sm8")
+ sql(s"create datamap datamap_sm8 using 'mv' as ${sampleTestCases(8)._2}")
+ sql(s"rebuild datamap datamap_sm8")
+ val df = sql(sampleTestCases(8)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_sm8"))
+ sql(s"drop datamap datamap_sm8")
+ }
+
+
+ def verifyMVDataMap(logicalPlan: LogicalPlan, dataMapName: String): Boolean = {
+ val tables = logicalPlan collect {
+ case l: LogicalRelation => l.catalogTable.get
+ }
+ tables.exists(_.identifier.table.equalsIgnoreCase(dataMapName+"_table"))
+ }
+
+
+ def drop(): Unit = {
+ sql("use default")
+ sql("drop database if exists sample cascade")
+ }
+
+ override def afterAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT,
+ CarbonCommonConstants.CARBON_TIMESTAMP_DEFAULT_FORMAT)
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
new file mode 100644
index 0000000..473b338
--- /dev/null
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
@@ -0,0 +1,146 @@
+package org.apache.carbondata.mv.rewrite
+
+import java.io.File
+
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+import org.apache.spark.sql.test.util.QueryTest
+import org.scalatest.BeforeAndAfterAll
+
+import org.apache.carbondata.core.constants.CarbonCommonConstants
+import org.apache.carbondata.core.util.CarbonProperties
+import org.apache.carbondata.mv.rewrite.matching.TestTPCDS_1_4_Batch._
+import org.apache.carbondata.mv.testutil.Tpcds_1_4_Tables.tpcds1_4Tables
+
+class MVTPCDSTestCase extends QueryTest with BeforeAndAfterAll {
+
+ override def beforeAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT, "yyyy/MM/dd")
+ val projectPath = new File(this.getClass.getResource("/").getPath + "../../../../../")
+ .getCanonicalPath.replaceAll("\\\\", "/")
+ val integrationPath = s"$projectPath/integration"
+ val resourcesPath = s"$integrationPath/spark-common-test/src/test/resources"
+ sql("drop database if exists tpcds cascade")
+ sql("create database tpcds")
+ sql("use tpcds")
+
+ tpcds1_4Tables.foreach { create_table =>
+ sql(create_table)
+ }
+
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_1") {
+ sql(s"drop datamap if exists datamap_tpcds1")
+ sql(s"create datamap datamap_tpcds1 using 'mv' as ${tpcds_1_4_testCases(0)._2}")
+ sql(s"rebuild datamap datamap_tpcds1")
+ val df = sql(tpcds_1_4_testCases(0)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds1"))
+ sql(s"drop datamap datamap_tpcds1")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_3") {
+ sql(s"drop datamap if exists datamap_tpcds3")
+ sql(s"create datamap datamap_tpcds3 using 'mv' as ${tpcds_1_4_testCases(2)._2}")
+ sql(s"rebuild datamap datamap_tpcds3")
+ val df = sql(tpcds_1_4_testCases(2)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds3"))
+ sql(s"drop datamap datamap_tpcds3")
+ }
+
+ test("test create datamap with tpcds_1_4_testCases case_4") {
+ sql(s"drop datamap if exists datamap_tpcds4")
+ sql(s"create datamap datamap_tpcds4 using 'mv' as ${tpcds_1_4_testCases(3)._2}")
+ sql(s"rebuild datamap datamap_tpcds4")
+ val df = sql(tpcds_1_4_testCases(3)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds4"))
+ sql(s"drop datamap datamap_tpcds4")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_5") {
+ sql(s"drop datamap if exists datamap_tpcds5")
+ sql(s"create datamap datamap_tpcds5 using 'mv' as ${tpcds_1_4_testCases(4)._2}")
+ sql(s"rebuild datamap datamap_tpcds5")
+ val df = sql(tpcds_1_4_testCases(4)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds5"))
+ sql(s"drop datamap datamap_tpcds5")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_6") {
+ sql(s"drop datamap if exists datamap_tpcds6")
+ sql(s"create datamap datamap_tpcds6 using 'mv' as ${tpcds_1_4_testCases(5)._2}")
+ sql(s"rebuild datamap datamap_tpcds6")
+ val df = sql(tpcds_1_4_testCases(5)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds6"))
+ sql(s"drop datamap datamap_tpcds6")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_8") {
+ sql(s"drop datamap if exists datamap_tpcds8")
+ sql(s"create datamap datamap_tpcds8 using 'mv' as ${tpcds_1_4_testCases(7)._2}")
+ sql(s"rebuild datamap datamap_tpcds8")
+ val df = sql(tpcds_1_4_testCases(7)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds8"))
+ sql(s"drop datamap datamap_tpcds8")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_11") {
+ sql(s"drop datamap if exists datamap_tpcds11")
+ sql(s"create datamap datamap_tpcds11 using 'mv' as ${tpcds_1_4_testCases(10)._2}")
+ sql(s"rebuild datamap datamap_tpcds11")
+ val df = sql(tpcds_1_4_testCases(10)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds11"))
+ sql(s"drop datamap datamap_tpcds11")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_15") {
+ sql(s"drop datamap if exists datamap_tpcds15")
+ sql(s"create datamap datamap_tpcds15 using 'mv' as ${tpcds_1_4_testCases(14)._2}")
+ sql(s"rebuild datamap datamap_tpcds15")
+ val df = sql(tpcds_1_4_testCases(14)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds15"))
+ sql(s"drop datamap datamap_tpcds15")
+ }
+
+ ignore("test create datamap with tpcds_1_4_testCases case_16") {
+ sql(s"drop datamap if exists datamap_tpcds16")
+ sql(s"create datamap datamap_tpcds16 using 'mv' as ${tpcds_1_4_testCases(15)._2}")
+ sql(s"rebuild datamap datamap_tpcds16")
+ val df = sql(tpcds_1_4_testCases(15)._3)
+ val analyzed = df.queryExecution.analyzed
+ assert(verifyMVDataMap(analyzed, "datamap_tpcds16"))
+ sql(s"drop datamap datamap_tpcds16")
+ }
+
+
+
+ def verifyMVDataMap(logicalPlan: LogicalPlan, dataMapName: String): Boolean = {
+ val tables = logicalPlan collect {
+ case l: LogicalRelation => l.catalogTable.get
+ }
+ tables.exists(_.identifier.table.equalsIgnoreCase(dataMapName+"_table"))
+ }
+
+
+ def drop(): Unit = {
+ sql("use default")
+ sql("drop database if exists tpcds cascade")
+ }
+
+ override def afterAll {
+ drop()
+ CarbonProperties.getInstance()
+ .addProperty(CarbonCommonConstants.CARBON_TIMESTAMP_FORMAT,
+ CarbonCommonConstants.CARBON_TIMESTAMP_DEFAULT_FORMAT)
+ }
+}
[06/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/supplier.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/supplier.csv b/integration/spark-common-test/src/test/resources/tpch/supplier.csv
new file mode 100644
index 0000000..0f20c29
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/supplier.csv
@@ -0,0 +1,1000 @@
+1|Supplier#000000001| N kD4on9OM Ipw3,gf0JBoQDd7tgrzrddZ|17|27-918-335-1736|5755.94|each slyly above the careful|
+2|Supplier#000000002|89eJ5ksX3ImxJQBvxObC,|5|15-679-861-2259|4032.68| slyly bold instructions. idle dependen|
+3|Supplier#000000003|q1,G3Pj6OjIuUYfUoH18BFTKP5aU9bEV3|1|11-383-516-1199|4192.40|blithely silent requests after the express dependencies are sl|
+4|Supplier#000000004|Bk7ah4CK8SYQTepEmvMkkgMwg|15|25-843-787-7479|4641.08|riously even requests above the exp|
+5|Supplier#000000005|Gcdm2rJRzl5qlTVzc|11|21-151-690-3663|-283.84|. slyly regular pinto bea|
+6|Supplier#000000006|tQxuVm7s7CnK|14|24-696-997-4969|1365.79|final accounts. regular dolphins use against the furiously ironic decoys. |
+7|Supplier#000000007|s,4TicNGB4uO6PaSqNBUq|23|33-990-965-2201|6820.35|s unwind silently furiously regular courts. final requests are deposits. requests wake quietly blit|
+8|Supplier#000000008|9Sq4bBH2FQEmaFOocY45sRTxo6yuoG|17|27-498-742-3860|7627.85|al pinto beans. asymptotes haggl|
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<TRUNCATED>
[07/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/region.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/region.csv b/integration/spark-common-test/src/test/resources/tpch/region.csv
new file mode 100644
index 0000000..c5ebb63
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/region.csv
@@ -0,0 +1,5 @@
+0|AFRICA|lar deposits. blithely final packages cajole. regular waters are final requests. regular accounts are according to |
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+2|ASIA|ges. thinly even pinto beans ca|
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+4|MIDDLE EAST|uickly special accounts cajole carefully blithely close requests. carefully final asymptotes haggle furiousl|
[09/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/nation.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/nation.csv b/integration/spark-common-test/src/test/resources/tpch/nation.csv
new file mode 100644
index 0000000..ed3fd5b
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/nation.csv
@@ -0,0 +1,25 @@
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[11/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/customers.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/customers.csv b/integration/spark-common-test/src/test/resources/tpch/customers.csv
new file mode 100644
index 0000000..7e46e5f
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/customers.csv
@@ -0,0 +1,500 @@
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+481|Customer#000000481|o4xa7J20NqHM8E0ykH,NKe1gPz04OqIn|21|31-363-392-6461|7157.21|FURNITURE|s can nag slyly instructions. regular, regular asymptotes haggle sly|
+482|Customer#000000482|389RgNCsmVUKiRskmrQQm90xx JiIxOM0|13|23-732-448-1610|4333.37|HOUSEHOLD|carefully bold instructions. carefully final instructions wake carefully accounts. accounts cajole slyly ironic acc|
+483|Customer#000000483|Yv1QV 1JsV 9sVbNufRvdnprt0grx52|11|21-799-189-1135|8877.20|MACHINERY|pecial ideas. furiously final i|
+484|Customer#000000484|ismzlUzrqRMRGWmCEUUjkBsi|20|30-777-953-8902|4245.00|BUILDING|y against the express, even packages. blithely pending pearls haggle furiously above the fur|
+485|Customer#000000485|XeFbvXCQ,J|19|29-434-961-1623|8695.45|MACHINERY|ecial pinto beans. instructions ought to cajole even|
+486|Customer#000000486|2cXXa6MSx9CGU|21|31-787-534-8723|7487.40|AUTOMOBILE|nstructions. unusual, special pinto beans sleep about the slyly pending requests. fu|
+487|Customer#000000487|oTc,l9dAf8O0qOOMP4P0WFTuGS|2|12-111-401-4259|9749.37|AUTOMOBILE|as. excuses use carefully carefully pending i|
+488|Customer#000000488|bBcMjFPTysSTaTdHcoO|3|13-513-778-1881|-275.58|AUTOMOBILE|thely above the carefully ironic accounts. excuse|
+489|Customer#000000489|GIdW4IVgeqWMBXnNFZGHS8kmhw|4|14-916-241-6195|8255.83|AUTOMOBILE|lar accounts. finally pending dependencies solve fluffily |
+490|Customer#000000490| 66fG3Fyb946cVQsH9Z3VMNzR,yfHMKIEB|22|32-268-147-7824|-213.85|FURNITURE|ash carefully never bold instructions. regular, bold asymptotes cajole regularly. quickly bold foxes wak|
+491|Customer#000000491|r3zPOuenxHl0oqInxWlEyLP1ZH|0|10-856-259-7548|785.37|AUTOMOBILE| slyly special requests hang dogged, express epitaphs.|
+492|Customer#000000492|JexAgMLuUHoElYFaKx,hJcAP1b1GknYoYHQLyx|8|18-686-244-1077|8635.18|AUTOMOBILE|gle furiously furiously final packages. carefully bold pinto beans promise quickly alongside of the close|
+493|Customer#000000493|G dRBjxmBBug1 xRSa6VwRchFDtU5b|16|26-514-558-7246|6582.04|MACHINERY|er the furiously express excuses use above the regular accounts. regular instructions after the |
+494|Customer#000000494|GKgTjHFlQrDZWcketSqhZCopBhmChknI|10|20-330-453-6579|6295.47|FURNITURE|al courts. regular, ironic requests serve furiously. pending|
+495|Customer#000000495|QhFbEv6KbQIwfZs 1krt1eACKI31v3iyM|7|17-400-405-6060|7997.81|BUILDING| dependencies. silent accounts cajole quickly furiously pendin|
+496|Customer#000000496|Y8oYLlHme6Z4fEzkTu|12|22-173-644-7922|8174.82|MACHINERY| quickly bold packages. decoys among the blithely pending accounts lose according to the deposits.|
+497|Customer#000000497|0 qRRXAxUbo1J KDwDMjFde5fXDwn |23|33-937-724-3506|2191.59|BUILDING|fluffy ideas detect carefully |
+498|Customer#000000498|1Wnja9i7KAC3HxS5yATK,In8Q6AHcEUr0f5Tp|19|29-210-810-1479|3945.64|BUILDING|yly pending requests according to the slyly special asymptotes sleep carefully against the slyly even pack|
+499|Customer#000000499|m1hO3VXQVbwTbJ99Hw|14|24-387-817-9149|4293.76|HOUSEHOLD|old sentiments cajole carefully among the blithely unusual requests. final packages nag careful|
+500|Customer#000000500|fy7qx5fHLhcbFL93duj9|4|14-194-736-4233|3300.82|AUTOMOBILE|s boost furiously. slyly special deposits sleep quickly above the furiously i|
[10/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/lineitem.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/lineitem.csv b/integration/spark-common-test/src/test/resources/tpch/lineitem.csv
new file mode 100644
index 0000000..e792319
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/lineitem.csv
@@ -0,0 +1,1000 @@
+1|155190|7706|1|17|21168.23|0.04|0.02|N|O|1996-03-13|1996-02-12|1996-03-22|DELIVER IN PERSON|TRUCK|egular courts above the|
+1|67310|7311|2|36|45983.16|0.09|0.06|N|O|1996-04-12|1996-02-28|1996-04-20|TAKE BACK RETURN|MAIL|ly final dependencies: slyly bold |
+1|63700|3701|3|8|13309.60|0.10|0.02|N|O|1996-01-29|1996-03-05|1996-01-31|TAKE BACK RETURN|REG AIR|riously. regular, express dep|
+1|2132|4633|4|28|28955.64|0.09|0.06|N|O|1996-04-21|1996-03-30|1996-05-16|NONE|AIR|lites. fluffily even de|
+1|24027|1534|5|24|22824.48|0.10|0.04|N|O|1996-03-30|1996-03-14|1996-04-01|NONE|FOB| pending foxes. slyly re|
+1|15635|638|6|32|49620.16|0.07|0.02|N|O|1996-01-30|1996-02-07|1996-02-03|DELIVER IN PERSON|MAIL|arefully slyly ex|
+2|106170|1191|1|38|44694.46|0.00|0.05|N|O|1997-01-28|1997-01-14|1997-02-02|TAKE BACK RETURN|RAIL|ven requests. deposits breach a|
+3|4297|1798|1|45|54058.05|0.06|0.00|R|F|1994-02-02|1994-01-04|1994-02-23|NONE|AIR|ongside of the furiously brave acco|
+3|19036|6540|2|49|46796.47|0.10|0.00|R|F|1993-11-09|1993-12-20|1993-11-24|TAKE BACK RETURN|RAIL| unusual accounts. eve|
+3|128449|3474|3|27|39890.88|0.06|0.07|A|F|1994-01-16|1993-11-22|1994-01-23|DELIVER IN PERSON|SHIP|nal foxes wake. |
+3|29380|1883|4|2|2618.76|0.01|0.06|A|F|1993-12-04|1994-01-07|1994-01-01|NONE|TRUCK|y. fluffily pending d|
+3|183095|650|5|28|32986.52|0.04|0.00|R|F|1993-12-14|1994-01-10|1994-01-01|TAKE BACK RETURN|FOB|ages nag slyly pending|
+3|62143|9662|6|26|28733.64|0.10|0.02|A|F|1993-10-29|1993-12-18|1993-11-04|TAKE BACK RETURN|RAIL|ges sleep after the caref|
+4|88035|5560|1|30|30690.90|0.03|0.08|N|O|1996-01-10|1995-12-14|1996-01-18|DELIVER IN PERSON|REG AIR|- quickly regular packages sleep. idly|
+5|108570|8571|1|15|23678.55|0.02|0.04|R|F|1994-10-31|1994-08-31|1994-11-20|NONE|AIR|ts wake furiously |
+5|123927|3928|2|26|50723.92|0.07|0.08|R|F|1994-10-16|1994-09-25|1994-10-19|NONE|FOB|sts use slyly quickly special instruc|
+5|37531|35|3|50|73426.50|0.08|0.03|A|F|1994-08-08|1994-10-13|1994-08-26|DELIVER IN PERSON|AIR|eodolites. fluffily unusual|
+6|139636|2150|1|37|61998.31|0.08|0.03|A|F|1992-04-27|1992-05-15|1992-05-02|TAKE BACK RETURN|TRUCK|p furiously special foxes|
+7|182052|9607|1|12|13608.60|0.07|0.03|N|O|1996-05-07|1996-03-13|1996-06-03|TAKE BACK RETURN|FOB|ss pinto beans wake against th|
+7|145243|7758|2|9|11594.16|0.08|0.08|N|O|1996-02-01|1996-03-02|1996-02-19|TAKE BACK RETURN|SHIP|es. instructions|
+7|94780|9799|3|46|81639.88|0.10|0.07|N|O|1996-01-15|1996-03-27|1996-02-03|COLLECT COD|MAIL| unusual reques|
+7|163073|3074|4|28|31809.96|0.03|0.04|N|O|1996-03-21|1996-04-08|1996-04-20|NONE|FOB|. slyly special requests haggl|
+7|151894|9440|5|38|73943.82|0.08|0.01|N|O|1996-02-11|1996-02-24|1996-02-18|DELIVER IN PERSON|TRUCK|ns haggle carefully ironic deposits. bl|
+7|79251|1759|6|35|43058.75|0.06|0.03|N|O|1996-01-16|1996-02-23|1996-01-22|TAKE BACK RETURN|FOB|jole. excuses wake carefully alongside of |
+7|157238|2269|7|5|6476.15|0.04|0.02|N|O|1996-02-10|1996-03-26|1996-02-13|NONE|FOB|ithely regula|
+32|82704|7721|1|28|47227.60|0.05|0.08|N|O|1995-10-23|1995-08-27|1995-10-26|TAKE BACK RETURN|TRUCK|sleep quickly. req|
+32|197921|441|2|32|64605.44|0.02|0.00|N|O|1995-08-14|1995-10-07|1995-08-27|COLLECT COD|AIR|lithely regular deposits. fluffily |
+32|44161|6666|3|2|2210.32|0.09|0.02|N|O|1995-08-07|1995-10-07|1995-08-23|DELIVER IN PERSON|AIR| express accounts wake according to the|
+32|2743|7744|4|4|6582.96|0.09|0.03|N|O|1995-08-04|1995-10-01|1995-09-03|NONE|REG AIR|e slyly final pac|
+32|85811|8320|5|44|79059.64|0.05|0.06|N|O|1995-08-28|1995-08-20|1995-09-14|DELIVER IN PERSON|AIR|symptotes nag according to the ironic depo|
+32|11615|4117|6|6|9159.66|0.04|0.03|N|O|1995-07-21|1995-09-23|1995-07-25|COLLECT COD|RAIL| gifts cajole carefully.|
+33|61336|8855|1|31|40217.23|0.09|0.04|A|F|1993-10-29|1993-12-19|1993-11-08|COLLECT COD|TRUCK|ng to the furiously ironic package|
+33|60519|5532|2|32|47344.32|0.02|0.05|A|F|1993-12-09|1994-01-04|1993-12-28|COLLECT COD|MAIL|gular theodolites|
+33|137469|9983|3|5|7532.30|0.05|0.03|A|F|1993-12-09|1993-12-25|1993-12-23|TAKE BACK RETURN|AIR|. stealthily bold exc|
+33|33918|3919|4|41|75928.31|0.09|0.00|R|F|1993-11-09|1994-01-24|1993-11-11|TAKE BACK RETURN|MAIL|unusual packages doubt caref|
+34|88362|871|1|13|17554.68|0.00|0.07|N|O|1998-10-23|1998-09-14|1998-11-06|NONE|REG AIR|nic accounts. deposits are alon|
+34|89414|1923|2|22|30875.02|0.08|0.06|N|O|1998-10-09|1998-10-16|1998-10-12|NONE|FOB|thely slyly p|
+34|169544|4577|3|6|9681.24|0.02|0.06|N|O|1998-10-30|1998-09-20|1998-11-05|NONE|FOB|ar foxes sleep |
+35|450|2951|1|24|32410.80|0.02|0.00|N|O|1996-02-21|1996-01-03|1996-03-18|TAKE BACK RETURN|FOB|, regular tithe|
+35|161940|4457|2|34|68065.96|0.06|0.08|N|O|1996-01-22|1996-01-06|1996-01-27|DELIVER IN PERSON|RAIL|s are carefully against the f|
+35|120896|8433|3|7|13418.23|0.06|0.04|N|O|1996-01-19|1995-12-22|1996-01-29|NONE|MAIL| the carefully regular |
+35|85175|7684|4|25|29004.25|0.06|0.05|N|O|1995-11-26|1995-12-25|1995-12-21|DELIVER IN PERSON|SHIP| quickly unti|
+35|119917|4940|5|34|65854.94|0.08|0.06|N|O|1995-11-08|1996-01-15|1995-11-26|COLLECT COD|MAIL|. silent, unusual deposits boost|
+35|30762|3266|6|28|47397.28|0.03|0.02|N|O|1996-02-01|1995-12-24|1996-02-28|COLLECT COD|RAIL|ly alongside of |
+36|119767|9768|1|42|75043.92|0.09|0.00|N|O|1996-02-03|1996-01-21|1996-02-23|COLLECT COD|SHIP| careful courts. special |
+37|22630|5133|1|40|62105.20|0.09|0.03|A|F|1992-07-21|1992-08-01|1992-08-15|NONE|REG AIR|luffily regular requests. slyly final acco|
+37|126782|1807|2|39|70542.42|0.05|0.02|A|F|1992-07-02|1992-08-18|1992-07-28|TAKE BACK RETURN|RAIL|the final requests. ca|
+37|12903|5405|3|43|78083.70|0.05|0.08|A|F|1992-07-10|1992-07-06|1992-08-02|DELIVER IN PERSON|TRUCK|iously ste|
+38|175839|874|1|44|84252.52|0.04|0.02|N|O|1996-09-29|1996-11-17|1996-09-30|COLLECT COD|MAIL|s. blithely unusual theodolites am|
+39|2320|9821|1|44|53782.08|0.09|0.06|N|O|1996-11-14|1996-12-15|1996-12-12|COLLECT COD|RAIL|eodolites. careful|
+39|186582|4137|2|26|43383.08|0.08|0.04|N|O|1996-11-04|1996-10-20|1996-11-20|NONE|FOB|ckages across the slyly silent|
+39|67831|5350|3|46|82746.18|0.06|0.08|N|O|1996-09-26|1996-12-19|1996-10-26|DELIVER IN PERSON|AIR|he carefully e|
+39|20590|3093|4|32|48338.88|0.07|0.05|N|O|1996-10-02|1996-12-19|1996-10-14|COLLECT COD|MAIL|heodolites sleep silently pending foxes. ac|
+39|54519|9530|5|43|63360.93|0.01|0.01|N|O|1996-10-17|1996-11-14|1996-10-26|COLLECT COD|MAIL|yly regular i|
+39|94368|6878|6|40|54494.40|0.06|0.05|N|O|1996-12-08|1996-10-22|1997-01-01|COLLECT COD|AIR|quickly ironic fox|
+64|85951|5952|1|21|40675.95|0.05|0.02|R|F|1994-09-30|1994-09-18|1994-10-26|DELIVER IN PERSON|REG AIR|ch slyly final, thin platelets.|
+65|59694|4705|1|26|42995.94|0.03|0.03|A|F|1995-04-20|1995-04-25|1995-05-13|NONE|TRUCK|pending deposits nag even packages. ca|
+65|73815|8830|2|22|39353.82|0.00|0.05|N|O|1995-07-17|1995-06-04|1995-07-19|COLLECT COD|FOB| ideas. special, r|
+65|1388|3889|3|21|27076.98|0.09|0.07|N|O|1995-07-06|1995-05-14|1995-07-31|DELIVER IN PERSON|RAIL|bove the even packages. accounts nag carefu|
+66|115118|7630|1|31|35126.41|0.00|0.08|R|F|1994-02-19|1994-03-11|1994-02-20|TAKE BACK RETURN|RAIL|ut the unusual accounts sleep at the bo|
+66|173489|3490|2|41|64061.68|0.04|0.07|A|F|1994-02-21|1994-03-01|1994-03-18|COLLECT COD|AIR| regular de|
+67|21636|9143|1|4|6230.52|0.09|0.04|N|O|1997-04-17|1997-01-31|1997-04-20|NONE|SHIP| cajole thinly expres|
+67|20193|5198|2|12|13358.28|0.09|0.05|N|O|1997-01-27|1997-02-21|1997-02-22|NONE|REG AIR| even packages cajole|
+67|173600|6118|3|5|8368.00|0.03|0.07|N|O|1997-02-20|1997-02-12|1997-02-21|DELIVER IN PERSON|TRUCK|y unusual packages thrash pinto |
+67|87514|7515|4|44|66066.44|0.08|0.06|N|O|1997-03-18|1997-01-29|1997-04-13|DELIVER IN PERSON|RAIL|se quickly above the even, express reques|
+67|40613|8126|5|23|35733.03|0.05|0.07|N|O|1997-04-19|1997-02-14|1997-05-06|DELIVER IN PERSON|REG AIR|ly regular deposit|
+67|178306|824|6|29|40144.70|0.02|0.05|N|O|1997-01-25|1997-01-27|1997-01-27|DELIVER IN PERSON|FOB|ultipliers |
+68|7068|9569|1|3|2925.18|0.05|0.02|N|O|1998-07-04|1998-06-05|1998-07-21|NONE|RAIL|fully special instructions cajole. furious|
+68|175180|2732|2|46|57738.28|0.02|0.05|N|O|1998-06-26|1998-06-07|1998-07-05|NONE|MAIL| requests are unusual, regular pinto |
+68|34980|7484|3|46|88089.08|0.04|0.05|N|O|1998-08-13|1998-07-08|1998-08-29|NONE|RAIL|egular dependencies affix ironically along |
+68|94728|2256|4|20|34454.40|0.07|0.01|N|O|1998-06-27|1998-05-23|1998-07-02|NONE|REG AIR| excuses integrate fluffily |
+68|82758|5267|5|27|47000.25|0.03|0.06|N|O|1998-06-19|1998-06-25|1998-06-29|DELIVER IN PERSON|SHIP|ccounts. deposits use. furiously|
+68|102561|5072|6|30|46906.80|0.05|0.06|N|O|1998-08-11|1998-07-11|1998-08-14|NONE|RAIL|oxes are slyly blithely fin|
+68|139247|1761|7|41|52735.84|0.09|0.08|N|O|1998-06-24|1998-06-27|1998-07-06|NONE|SHIP|eposits nag special ideas. furiousl|
+69|115209|7721|1|48|58761.60|0.01|0.07|A|F|1994-08-17|1994-08-11|1994-09-08|NONE|TRUCK|regular epitaphs. carefully even ideas hag|
+69|104180|9201|2|32|37893.76|0.08|0.06|A|F|1994-08-24|1994-08-17|1994-08-31|NONE|REG AIR|s sleep carefully bold, |
+69|137267|4807|3|17|22172.42|0.09|0.00|A|F|1994-07-02|1994-07-07|1994-07-03|TAKE BACK RETURN|AIR|final, pending instr|
+69|37502|2509|4|3|4318.50|0.09|0.04|R|F|1994-06-06|1994-07-27|1994-06-15|NONE|MAIL| blithely final d|
+69|92070|7089|5|42|44606.94|0.07|0.04|R|F|1994-07-31|1994-07-26|1994-08-28|DELIVER IN PERSON|REG AIR|tect regular, speci|
+69|18504|1006|6|23|32717.50|0.05|0.00|A|F|1994-10-03|1994-08-06|1994-10-24|NONE|SHIP|nding accounts ca|
+70|64128|9141|1|8|8736.96|0.03|0.08|R|F|1994-01-12|1994-02-27|1994-01-14|TAKE BACK RETURN|FOB|ggle. carefully pending dependenc|
+70|196156|1195|2|13|16277.95|0.06|0.06|A|F|1994-03-03|1994-02-13|1994-03-26|COLLECT COD|AIR|lyly special packag|
+70|179809|7361|3|1|1888.80|0.03|0.05|R|F|1994-01-26|1994-03-05|1994-01-28|TAKE BACK RETURN|RAIL|quickly. fluffily unusual theodolites c|
+70|45734|743|4|11|18477.03|0.01|0.05|A|F|1994-03-17|1994-03-17|1994-03-27|NONE|MAIL|alongside of the deposits. fur|
+70|37131|2138|5|37|39520.81|0.09|0.04|R|F|1994-02-13|1994-03-16|1994-02-21|COLLECT COD|MAIL|n accounts are. q|
+70|55655|3171|6|19|30602.35|0.06|0.03|A|F|1994-01-26|1994-02-17|1994-02-06|TAKE BACK RETURN|SHIP| packages wake pending accounts.|
+71|61931|1932|1|25|47323.25|0.09|0.07|N|O|1998-04-10|1998-04-22|1998-04-11|COLLECT COD|FOB|ckly. slyly|
+71|65916|3435|2|3|5645.73|0.09|0.07|N|O|1998-05-23|1998-04-03|1998-06-02|COLLECT COD|SHIP|y. pinto beans haggle after the|
+71|34432|1942|3|45|61489.35|0.00|0.07|N|O|1998-02-23|1998-03-20|1998-03-24|DELIVER IN PERSON|SHIP| ironic packages believe blithely a|
+71|96645|9155|4|33|54174.12|0.00|0.01|N|O|1998-04-12|1998-03-20|1998-04-15|NONE|FOB| serve quickly fluffily bold deposi|
+71|103255|5766|5|39|49071.75|0.08|0.06|N|O|1998-01-29|1998-04-07|1998-02-18|DELIVER IN PERSON|RAIL|l accounts sleep across the pack|
+71|195635|674|6|34|58841.42|0.04|0.01|N|O|1998-03-05|1998-04-22|1998-03-30|DELIVER IN PERSON|TRUCK|s cajole. |
+96|123076|613|1|23|25278.61|0.10|0.06|A|F|1994-07-19|1994-06-29|1994-07-25|DELIVER IN PERSON|TRUCK|ep-- carefully reg|
+96|135390|5391|2|30|42761.70|0.01|0.06|R|F|1994-06-03|1994-05-29|1994-06-22|DELIVER IN PERSON|TRUCK|e quickly even ideas. furiou|
+97|119477|1989|1|13|19454.11|0.00|0.02|R|F|1993-04-01|1993-04-04|1993-04-08|NONE|TRUCK|ayers cajole against the furiously|
+97|49568|2073|2|37|56149.72|0.02|0.06|A|F|1993-04-13|1993-03-30|1993-04-14|DELIVER IN PERSON|SHIP|ic requests boost carefully quic|
+97|77699|5221|3|19|31857.11|0.06|0.08|R|F|1993-05-14|1993-03-05|1993-05-25|TAKE BACK RETURN|RAIL|gifts. furiously ironic packages cajole. |
+98|40216|217|1|28|32373.88|0.06|0.07|A|F|1994-12-24|1994-10-25|1995-01-16|COLLECT COD|REG AIR| pending, regular accounts s|
+98|109743|7274|2|1|1752.74|0.00|0.00|A|F|1994-12-01|1994-12-12|1994-12-15|DELIVER IN PERSON|TRUCK|. unusual instructions against|
+98|44706|4707|3|14|23109.80|0.05|0.02|A|F|1994-12-30|1994-11-22|1995-01-27|COLLECT COD|AIR| cajole furiously. blithely ironic ideas |
+98|167180|7181|4|10|12471.80|0.03|0.03|A|F|1994-10-23|1994-11-08|1994-11-09|COLLECT COD|RAIL| carefully. quickly ironic ideas|
+99|87114|4639|1|10|11011.10|0.02|0.01|A|F|1994-05-18|1994-06-03|1994-05-23|COLLECT COD|RAIL|kages. requ|
+99|123766|3767|2|5|8948.80|0.02|0.07|R|F|1994-05-06|1994-05-28|1994-05-20|TAKE BACK RETURN|RAIL|ests cajole fluffily waters. blithe|
+99|134082|1622|3|42|46875.36|0.02|0.02|A|F|1994-04-19|1994-05-18|1994-04-20|NONE|RAIL|kages are fluffily furiously ir|
+99|108338|849|4|36|48467.88|0.09|0.02|A|F|1994-07-04|1994-04-17|1994-07-30|DELIVER IN PERSON|AIR|slyly. slyly e|
+100|62029|2030|1|28|27748.56|0.04|0.05|N|O|1998-05-08|1998-05-13|1998-06-07|COLLECT COD|TRUCK|sts haggle. slowl|
+100|115979|8491|2|22|43889.34|0.00|0.07|N|O|1998-06-24|1998-04-12|1998-06-29|DELIVER IN PERSON|SHIP|nto beans alongside of the fi|
+100|46150|8655|3|46|50422.90|0.03|0.04|N|O|1998-05-02|1998-04-10|1998-05-22|TAKE BACK RETURN|SHIP|ular accounts. even|
+100|38024|3031|4|14|13468.28|0.06|0.03|N|O|1998-05-22|1998-05-01|1998-06-03|COLLECT COD|MAIL|y. furiously ironic ideas gr|
+100|53439|955|5|37|51519.91|0.05|0.00|N|O|1998-03-06|1998-04-16|1998-03-31|TAKE BACK RETURN|TRUCK|nd the quickly s|
+101|118282|5816|1|49|63713.72|0.10|0.00|N|O|1996-06-21|1996-05-27|1996-06-29|DELIVER IN PERSON|REG AIR|ts-- final packages sleep furiousl|
+101|163334|883|2|36|50303.88|0.00|0.01|N|O|1996-05-19|1996-05-01|1996-06-04|DELIVER IN PERSON|AIR|tes. blithely pending dolphins x-ray f|
+101|138418|5958|3|12|17476.92|0.06|0.02|N|O|1996-03-29|1996-04-20|1996-04-12|COLLECT COD|MAIL|. quickly regular|
+102|88914|3931|1|37|70407.67|0.06|0.00|N|O|1997-07-24|1997-08-02|1997-08-07|TAKE BACK RETURN|SHIP|ully across the ideas. final deposit|
+102|169238|6787|2|34|44445.82|0.03|0.08|N|O|1997-08-09|1997-07-28|1997-08-26|TAKE BACK RETURN|SHIP|eposits cajole across|
+102|182321|4840|3|25|35083.00|0.01|0.01|N|O|1997-07-31|1997-07-24|1997-08-17|NONE|RAIL|bits. ironic accoun|
+102|61158|8677|4|15|16787.25|0.07|0.07|N|O|1997-06-02|1997-07-13|1997-06-04|DELIVER IN PERSON|SHIP|final packages. carefully even excu|
+103|194658|2216|1|6|10515.90|0.03|0.05|N|O|1996-10-11|1996-07-25|1996-10-28|NONE|FOB|cajole. carefully ex|
+103|10426|2928|2|37|49447.54|0.02|0.07|N|O|1996-09-17|1996-07-27|1996-09-20|TAKE BACK RETURN|MAIL|ies. quickly ironic requests use blithely|
+103|28431|8432|3|23|31266.89|0.01|0.04|N|O|1996-09-11|1996-09-18|1996-09-26|NONE|FOB|ironic accou|
+103|29022|4027|4|32|30432.64|0.01|0.07|N|O|1996-07-30|1996-08-06|1996-08-04|NONE|RAIL|kages doze. special, regular deposit|
+128|106828|9339|1|38|69723.16|0.06|0.01|A|F|1992-09-01|1992-08-27|1992-10-01|TAKE BACK RETURN|FOB| cajole careful|
+129|2867|5368|1|46|81413.56|0.08|0.02|R|F|1993-02-15|1993-01-24|1993-03-05|COLLECT COD|TRUCK|uietly bold theodolites. fluffil|
+129|185164|5165|2|36|44969.76|0.01|0.02|A|F|1992-11-25|1992-12-25|1992-12-09|TAKE BACK RETURN|REG AIR|packages are care|
+129|39444|1948|3|33|45653.52|0.04|0.06|A|F|1993-01-08|1993-02-14|1993-01-29|COLLECT COD|SHIP|sts nag bravely. fluffily|
+129|135137|164|4|34|39852.42|0.00|0.01|R|F|1993-01-29|1993-02-14|1993-02-10|COLLECT COD|MAIL|quests. express ideas|
+129|31373|8883|5|24|31304.88|0.06|0.00|A|F|1992-12-07|1993-01-02|1992-12-11|TAKE BACK RETURN|FOB|uests. foxes cajole slyly after the ca|
+129|77050|4572|6|22|22595.10|0.06|0.01|R|F|1993-02-15|1993-01-31|1993-02-24|COLLECT COD|SHIP|e. fluffily regular |
+129|168569|3602|7|1|1637.56|0.05|0.04|R|F|1993-01-26|1993-01-08|1993-02-24|DELIVER IN PERSON|FOB|e carefully blithely bold dolp|
+130|128816|8817|1|14|25827.34|0.08|0.05|A|F|1992-08-15|1992-07-25|1992-09-13|COLLECT COD|RAIL| requests. final instruction|
+130|1739|4240|2|48|78755.04|0.03|0.02|R|F|1992-07-01|1992-07-12|1992-07-24|NONE|AIR|lithely alongside of the regu|
+130|11860|1861|3|18|31893.48|0.04|0.08|A|F|1992-07-04|1992-06-14|1992-07-29|DELIVER IN PERSON|MAIL| slyly ironic decoys abou|
+130|115635|3169|4|13|21458.19|0.09|0.02|R|F|1992-06-26|1992-07-29|1992-07-05|NONE|FOB| pending dolphins sleep furious|
+130|69130|4143|5|31|34073.03|0.06|0.05|R|F|1992-09-01|1992-07-18|1992-09-02|TAKE BACK RETURN|RAIL|thily about the ruth|
+131|167505|22|1|45|70762.50|0.10|0.02|R|F|1994-09-14|1994-09-02|1994-10-04|NONE|FOB|ironic, bold accounts. careful|
+131|44255|9264|2|50|59962.50|0.02|0.04|A|F|1994-09-17|1994-08-10|1994-09-21|NONE|SHIP|ending requests. final, ironic pearls slee|
+131|189021|1540|3|4|4440.08|0.04|0.03|A|F|1994-09-20|1994-08-30|1994-09-23|COLLECT COD|REG AIR| are carefully slyly i|
+132|140449|2964|1|18|26809.92|0.00|0.08|R|F|1993-07-10|1993-08-05|1993-07-13|NONE|TRUCK|ges. platelets wake furio|
+132|119053|9054|2|43|46098.15|0.01|0.08|R|F|1993-09-01|1993-08-16|1993-09-22|NONE|TRUCK|y pending theodolites|
+132|114419|4420|3|32|45869.12|0.04|0.04|A|F|1993-07-12|1993-08-05|1993-08-05|COLLECT COD|TRUCK|d instructions hagg|
+132|28082|5589|4|23|23231.84|0.10|0.00|A|F|1993-06-16|1993-08-27|1993-06-23|DELIVER IN PERSON|AIR|refully blithely bold acco|
+133|103432|5943|1|27|38756.61|0.00|0.02|N|O|1997-12-21|1998-02-23|1997-12-27|TAKE BACK RETURN|MAIL|yly even gifts after the sl|
+133|176279|3831|2|12|16263.24|0.02|0.06|N|O|1997-12-02|1998-01-15|1997-12-29|DELIVER IN PERSON|REG AIR|ts cajole fluffily quickly i|
+133|117350|4884|3|29|39653.15|0.09|0.08|N|O|1998-02-28|1998-01-30|1998-03-09|DELIVER IN PERSON|RAIL| the carefully regular theodoli|
+133|89855|7380|4|11|20293.35|0.06|0.01|N|O|1998-03-21|1998-01-15|1998-04-04|DELIVER IN PERSON|REG AIR|e quickly across the dolphins|
+134|641|642|1|21|32374.44|0.00|0.03|A|F|1992-07-17|1992-07-08|1992-07-26|COLLECT COD|SHIP|s. quickly regular|
+134|164645|9678|2|35|59837.40|0.06|0.07|A|F|1992-08-23|1992-06-01|1992-08-24|NONE|MAIL|ajole furiously. instructio|
+134|188252|3289|3|26|34846.50|0.09|0.06|A|F|1992-06-20|1992-07-12|1992-07-16|NONE|RAIL| among the pending depos|
+134|144002|4003|4|47|49162.00|0.05|0.00|A|F|1992-08-16|1992-07-06|1992-08-28|NONE|REG AIR|s! carefully unusual requests boost careful|
+134|35172|5173|5|12|13286.04|0.05|0.02|A|F|1992-07-03|1992-06-01|1992-07-11|COLLECT COD|TRUCK|nts are quic|
+134|133103|5617|6|12|13633.20|0.00|0.00|A|F|1992-08-08|1992-07-07|1992-08-20|TAKE BACK RETURN|FOB|lyly regular pac|
+135|108205|8206|1|47|57020.40|0.06|0.08|N|O|1996-02-18|1996-01-01|1996-02-25|COLLECT COD|RAIL|ctions wake slyly abo|
+135|198344|5902|2|21|30289.14|0.00|0.07|N|O|1996-02-11|1996-01-12|1996-02-13|DELIVER IN PERSON|SHIP| deposits believe. furiously regular p|
+135|157510|5056|3|33|51727.83|0.02|0.00|N|O|1996-01-03|1995-11-21|1996-02-01|TAKE BACK RETURN|MAIL|ptotes boost slowly care|
+135|67005|9512|4|34|33048.00|0.02|0.03|N|O|1996-01-12|1996-01-19|1996-02-05|NONE|TRUCK|counts doze against the blithely ironi|
+135|136248|1275|5|20|25684.80|0.01|0.04|N|O|1996-01-25|1995-11-20|1996-02-09|NONE|MAIL|theodolites. quickly p|
+135|115000|2534|6|13|13195.00|0.04|0.02|N|O|1995-11-12|1995-12-22|1995-11-17|NONE|FOB|nal ideas. final instr|
+160|14785|9788|1|36|61192.08|0.07|0.01|N|O|1997-03-11|1997-03-11|1997-03-20|COLLECT COD|MAIL|old, ironic deposits are quickly abov|
+160|86382|8891|2|22|30104.36|0.00|0.04|N|O|1997-02-18|1997-03-05|1997-03-05|COLLECT COD|RAIL|ncies about the request|
+160|20080|5085|3|34|34002.72|0.01|0.05|N|O|1997-01-31|1997-03-13|1997-02-14|NONE|FOB|st sleep even gifts. dependencies along|
+161|102810|341|1|19|34443.39|0.01|0.01|A|F|1994-12-13|1994-11-19|1994-12-26|DELIVER IN PERSON|TRUCK|, regular sheaves sleep along|
+162|189288|4325|1|2|2754.56|0.02|0.01|N|O|1995-09-02|1995-06-17|1995-09-08|COLLECT COD|FOB|es! final somas integrate|
+163|167545|5094|1|43|69339.22|0.01|0.00|N|O|1997-09-19|1997-11-19|1997-10-03|COLLECT COD|REG AIR|al, bold dependencies wake. iron|
+163|120702|703|2|13|22395.10|0.01|0.04|N|O|1997-11-11|1997-10-18|1997-12-07|DELIVER IN PERSON|TRUCK|inal requests. even pinto beans hag|
+163|36818|9322|3|27|47379.87|0.04|0.08|N|O|1997-12-26|1997-11-28|1998-01-05|COLLECT COD|REG AIR|ously express dependen|
+163|192642|5162|4|5|8673.20|0.02|0.00|N|O|1997-11-17|1997-10-09|1997-12-05|DELIVER IN PERSON|TRUCK| must belie|
+163|126090|8603|5|12|13393.08|0.10|0.00|N|O|1997-12-18|1997-10-26|1997-12-22|COLLECT COD|TRUCK|ly blithe accounts cajole |
+163|190825|5864|6|20|38316.40|0.00|0.07|N|O|1997-09-27|1997-11-15|1997-10-07|TAKE BACK RETURN|FOB|tructions integrate b|
+164|91309|3819|1|26|33807.80|0.09|0.04|A|F|1993-01-04|1992-11-21|1993-01-07|NONE|RAIL|s. blithely special courts are blithel|
+164|18488|3491|2|24|33755.52|0.05|0.05|R|F|1992-12-22|1992-11-27|1993-01-06|NONE|AIR|side of the slyly unusual theodolites. f|
+164|125509|3046|3|38|58311.00|0.03|0.06|R|F|1992-12-04|1992-11-23|1993-01-02|TAKE BACK RETURN|AIR|counts cajole fluffily regular packages. b|
+164|17526|28|4|32|46192.64|0.05|0.01|R|F|1992-12-21|1992-12-23|1992-12-28|COLLECT COD|RAIL|ts wake again|
+164|147505|2534|5|43|66757.50|0.06|0.01|R|F|1992-11-26|1993-01-03|1992-12-08|COLLECT COD|RAIL|y carefully regular dep|
+164|108896|8897|6|27|51432.03|0.10|0.04|R|F|1992-12-23|1993-01-16|1993-01-10|DELIVER IN PERSON|AIR|ayers wake carefully a|
+164|3037|5538|7|23|21620.69|0.09|0.04|A|F|1992-11-03|1992-12-02|1992-11-12|NONE|REG AIR|ress packages haggle ideas. blithely spec|
+165|33175|8182|1|3|3324.51|0.01|0.08|R|F|1993-03-29|1993-03-06|1993-04-12|DELIVER IN PERSON|REG AIR|riously requests. depos|
+165|161627|9176|2|43|72610.66|0.08|0.05|R|F|1993-02-27|1993-04-19|1993-03-03|DELIVER IN PERSON|TRUCK|jole slyly according |
+165|58520|6036|3|15|22177.80|0.00|0.05|R|F|1993-04-10|1993-03-29|1993-05-01|COLLECT COD|SHIP| bold packages mainta|
+165|139190|4217|4|49|60230.31|0.07|0.06|A|F|1993-02-20|1993-04-02|1993-03-10|COLLECT COD|REG AIR|uses sleep slyly ruthlessly regular a|
+165|155084|7600|5|27|30755.16|0.01|0.04|R|F|1993-04-27|1993-03-04|1993-05-13|NONE|MAIL|around the ironic, even orb|
+166|64888|9901|1|37|68556.56|0.09|0.03|N|O|1995-11-16|1995-10-17|1995-12-13|NONE|MAIL|lar frays wake blithely a|
+166|166366|6367|2|13|18620.68|0.09|0.05|N|O|1995-11-09|1995-11-18|1995-11-14|COLLECT COD|SHIP|fully above the blithely fina|
+166|99652|2162|3|41|67717.65|0.07|0.03|N|O|1995-11-13|1995-11-07|1995-12-08|COLLECT COD|FOB|hily along the blithely pending fo|
+166|45027|7532|4|8|7776.16|0.05|0.02|N|O|1995-12-30|1995-11-29|1996-01-29|DELIVER IN PERSON|RAIL|e carefully bold |
+167|101171|1172|1|28|32820.76|0.06|0.01|R|F|1993-02-19|1993-02-16|1993-03-03|DELIVER IN PERSON|TRUCK|sly during the u|
+167|171555|4073|2|27|43916.85|0.09|0.00|R|F|1993-05-01|1993-03-31|1993-05-31|TAKE BACK RETURN|FOB|eans affix furiously-- packages|
+192|97017|2036|1|23|23322.23|0.00|0.00|N|O|1998-02-05|1998-02-06|1998-03-07|TAKE BACK RETURN|AIR|ly pending theodolites haggle quickly fluf|
+192|161368|8917|2|20|28587.20|0.07|0.01|N|O|1998-03-13|1998-02-02|1998-03-31|TAKE BACK RETURN|REG AIR|tes. carefu|
+192|110252|5275|3|15|18933.75|0.09|0.01|N|O|1998-01-30|1998-02-10|1998-02-23|TAKE BACK RETURN|TRUCK|he ironic requests haggle about|
+192|196400|3958|4|2|2992.80|0.06|0.02|N|O|1998-03-06|1998-02-03|1998-03-24|COLLECT COD|SHIP|s. dependencies nag furiously alongside|
+192|82915|7932|5|25|47447.75|0.02|0.03|N|O|1998-02-15|1998-01-11|1998-03-17|COLLECT COD|TRUCK|. carefully regular|
+192|141003|3518|6|45|46980.00|0.00|0.05|N|O|1998-03-11|1998-01-09|1998-04-03|NONE|MAIL|equests. ideas sleep idea|
+193|92638|5148|1|9|14675.67|0.06|0.06|A|F|1993-09-17|1993-10-08|1993-09-30|COLLECT COD|TRUCK|against the fluffily regular d|
+193|153954|1500|2|15|30119.25|0.02|0.07|R|F|1993-11-22|1993-10-09|1993-12-05|TAKE BACK RETURN|SHIP|ffily. regular packages d|
+193|93878|6388|3|23|43053.01|0.06|0.05|A|F|1993-08-21|1993-10-11|1993-09-02|DELIVER IN PERSON|TRUCK|ly even accounts wake blithely bold|
+194|2594|5095|1|17|25442.03|0.05|0.04|R|F|1992-05-24|1992-05-22|1992-05-30|COLLECT COD|AIR| regular deposi|
+194|183523|6042|2|1|1606.52|0.04|0.06|R|F|1992-04-30|1992-05-18|1992-05-23|NONE|REG AIR| regular theodolites. regular, iron|
+194|65994|3513|3|13|25479.87|0.08|0.08|A|F|1992-05-07|1992-06-18|1992-05-10|NONE|AIR|about the blit|
+194|145146|5147|4|36|42881.04|0.00|0.05|R|F|1992-05-21|1992-05-18|1992-05-27|TAKE BACK RETURN|RAIL|pecial packages wake after the slyly r|
+194|56176|1187|5|8|9057.36|0.04|0.00|R|F|1992-07-06|1992-06-25|1992-07-11|COLLECT COD|FOB|uriously unusual excuses|
+194|148984|1499|6|16|32527.68|0.06|0.03|A|F|1992-05-14|1992-06-14|1992-05-21|TAKE BACK RETURN|TRUCK|y regular requests. furious|
+194|167828|345|7|21|39812.22|0.02|0.01|R|F|1992-05-06|1992-05-20|1992-05-07|COLLECT COD|REG AIR|accounts detect quickly dogged |
+195|84590|9607|1|6|9447.54|0.04|0.02|A|F|1994-01-09|1994-03-27|1994-01-28|COLLECT COD|REG AIR|y, even deposits haggle carefully. bli|
+195|93847|1375|2|41|75474.44|0.05|0.07|A|F|1994-02-24|1994-02-11|1994-03-20|NONE|TRUCK|rts detect in place of t|
+195|85446|7955|3|34|48668.96|0.08|0.08|R|F|1994-01-31|1994-02-11|1994-02-12|NONE|TRUCK| cajole furiously bold i|
+195|85442|7951|4|41|58525.04|0.06|0.04|R|F|1994-03-14|1994-03-13|1994-04-09|COLLECT COD|RAIL|ggle fluffily foxes. fluffily ironic ex|
+196|135052|79|1|19|20653.95|0.03|0.02|R|F|1993-04-17|1993-05-27|1993-04-30|NONE|SHIP|sts maintain foxes. furiously regular p|
+196|9852|2353|2|15|26427.75|0.03|0.04|A|F|1993-07-05|1993-05-08|1993-07-06|TAKE BACK RETURN|SHIP|s accounts. furio|
+197|98494|1004|1|39|58207.11|0.02|0.04|N|O|1995-07-21|1995-07-01|1995-08-14|TAKE BACK RETURN|AIR|press accounts. daringly sp|
+197|177103|9621|2|8|9440.80|0.09|0.02|A|F|1995-04-17|1995-07-01|1995-04-27|DELIVER IN PERSON|SHIP|y blithely even deposits. blithely fina|
+197|155829|8345|3|17|32041.94|0.06|0.02|N|O|1995-08-02|1995-06-23|1995-08-03|COLLECT COD|REG AIR|ts. careful|
+197|17936|2939|4|25|46348.25|0.04|0.01|N|F|1995-06-13|1995-05-23|1995-06-24|TAKE BACK RETURN|FOB|s-- quickly final accounts|
+197|41466|3971|5|14|19704.44|0.09|0.01|R|F|1995-05-08|1995-05-24|1995-05-12|TAKE BACK RETURN|RAIL|use slyly slyly silent depo|
+197|105880|901|6|1|1885.88|0.07|0.05|N|O|1995-07-15|1995-06-21|1995-08-11|COLLECT COD|RAIL| even, thin dependencies sno|
+198|56061|6062|1|33|33562.98|0.07|0.02|N|O|1998-01-05|1998-03-20|1998-01-10|TAKE BACK RETURN|TRUCK|carefully caref|
+198|15229|7731|2|20|22884.40|0.03|0.00|N|O|1998-01-15|1998-03-31|1998-01-25|DELIVER IN PERSON|FOB|carefully final escapades a|
+198|148058|3087|3|15|16590.75|0.04|0.02|N|O|1998-04-12|1998-02-26|1998-04-15|COLLECT COD|MAIL|es. quickly pending deposits s|
+198|10371|2873|4|35|44847.95|0.08|0.02|N|O|1998-02-27|1998-03-23|1998-03-14|TAKE BACK RETURN|RAIL|ests nod quickly furiously sly pinto be|
+198|101952|1953|5|33|64480.35|0.02|0.01|N|O|1998-03-22|1998-03-12|1998-04-14|DELIVER IN PERSON|SHIP|ending foxes acr|
+199|132072|9612|1|50|55203.50|0.02|0.00|N|O|1996-06-12|1996-06-03|1996-07-04|DELIVER IN PERSON|MAIL|essly regular ideas boost sly|
+199|133998|3999|2|30|60959.70|0.08|0.05|N|O|1996-03-27|1996-05-29|1996-04-14|NONE|TRUCK|ilent packages doze quickly. thinly |
+224|150111|112|1|16|18577.76|0.04|0.00|A|F|1994-08-01|1994-07-30|1994-08-27|DELIVER IN PERSON|MAIL|y unusual foxes |
+224|108609|1120|2|34|54998.40|0.04|0.08|R|F|1994-07-13|1994-08-25|1994-07-31|COLLECT COD|TRUCK| carefully. final platelets |
+224|189967|7522|3|41|84335.36|0.07|0.04|A|F|1994-09-01|1994-09-15|1994-09-02|TAKE BACK RETURN|SHIP|after the furiou|
+224|166377|1410|4|12|17320.44|0.08|0.06|R|F|1994-10-12|1994-08-29|1994-10-20|DELIVER IN PERSON|MAIL|uriously regular packages. slyly fina|
+224|93857|8876|5|45|83288.25|0.07|0.07|R|F|1994-08-14|1994-09-02|1994-08-27|COLLECT COD|AIR|leep furiously regular requests. furiousl|
+224|50010|7526|6|4|3840.04|0.02|0.00|R|F|1994-09-08|1994-08-24|1994-10-04|DELIVER IN PERSON|FOB|tructions |
+225|171925|1926|1|4|7987.68|0.09|0.07|N|O|1995-08-05|1995-08-19|1995-09-03|TAKE BACK RETURN|SHIP|ng the ironic packages. asymptotes among |
+225|130565|8105|2|3|4786.68|0.00|0.08|N|O|1995-07-25|1995-07-08|1995-08-17|DELIVER IN PERSON|REG AIR| fluffily about the carefully bold a|
+225|198212|3251|3|45|58959.45|0.06|0.01|N|O|1995-08-17|1995-08-20|1995-08-30|TAKE BACK RETURN|FOB|the slyly even platelets use aro|
+225|146071|8586|4|24|26809.68|0.00|0.06|N|O|1995-09-23|1995-08-05|1995-10-16|COLLECT COD|MAIL|ironic accounts are final account|
+225|7589|5090|5|31|46393.98|0.04|0.06|N|O|1995-06-21|1995-07-24|1995-07-04|TAKE BACK RETURN|FOB|special platelets. quickly r|
+225|131835|9375|6|12|22401.96|0.00|0.00|A|F|1995-06-04|1995-07-15|1995-06-08|COLLECT COD|MAIL| unusual requests. bus|
+225|141233|8776|7|44|56066.12|0.10|0.06|N|O|1995-09-22|1995-08-16|1995-10-22|NONE|REG AIR|leep slyly |
+226|96909|9419|1|4|7623.60|0.00|0.00|R|F|1993-03-31|1993-04-30|1993-04-10|NONE|TRUCK|c foxes integrate carefully against th|
+226|137802|5342|2|46|84630.80|0.06|0.01|A|F|1993-07-06|1993-04-24|1993-07-13|COLLECT COD|FOB|s. carefully bold accounts cajol|
+226|37309|4819|3|35|43620.50|0.09|0.03|A|F|1993-03-31|1993-05-18|1993-04-01|NONE|RAIL|osits cajole. final, even foxes a|
+226|40633|8146|4|45|70813.35|0.10|0.02|R|F|1993-04-17|1993-05-27|1993-05-11|DELIVER IN PERSON|AIR| carefully pending pi|
+226|117956|5490|5|2|3947.90|0.07|0.02|R|F|1993-03-26|1993-04-13|1993-04-20|TAKE BACK RETURN|SHIP|al platelets. express somas |
+226|82937|7954|6|48|92156.64|0.02|0.00|A|F|1993-06-11|1993-05-15|1993-06-19|NONE|REG AIR|efully silent packages. final deposit|
+226|117961|5495|7|14|27705.44|0.09|0.00|R|F|1993-05-20|1993-06-05|1993-05-27|COLLECT COD|MAIL|ep carefully regular accounts. ironic|
+227|165335|2884|1|19|26606.27|0.05|0.06|N|O|1995-12-10|1996-01-30|1995-12-26|NONE|RAIL|s cajole furiously a|
+227|174102|1654|2|24|28226.40|0.07|0.07|N|O|1996-02-03|1995-12-24|1996-02-12|COLLECT COD|SHIP|uses across the blithe dependencies cajol|
+228|4039|6540|1|3|2829.09|0.10|0.08|A|F|1993-05-20|1993-04-08|1993-05-26|DELIVER IN PERSON|SHIP|ckages. sly|
+229|83580|8597|1|20|31271.60|0.02|0.03|R|F|1994-01-11|1994-01-31|1994-01-26|DELIVER IN PERSON|REG AIR|le. instructions use across the quickly fin|
+229|128904|8905|2|29|56054.10|0.07|0.00|A|F|1994-03-15|1994-03-02|1994-03-26|COLLECT COD|SHIP|s, final request|
+229|78526|8527|3|28|42126.56|0.02|0.02|R|F|1994-02-10|1994-02-02|1994-03-10|DELIVER IN PERSON|FOB| final, regular requests. platel|
+229|176948|1983|4|3|6074.82|0.02|0.08|R|F|1994-03-22|1994-03-24|1994-04-04|DELIVER IN PERSON|REG AIR|posits. furiously regular theodol|
+229|155180|211|5|33|40760.94|0.03|0.06|R|F|1994-03-25|1994-02-11|1994-04-13|NONE|FOB| deposits; bold, ruthless theodolites|
+229|105393|7904|6|29|40553.31|0.04|0.00|R|F|1994-01-14|1994-02-16|1994-01-22|NONE|FOB|uriously pending |
+230|185863|900|1|46|89647.56|0.09|0.00|R|F|1994-02-03|1994-01-15|1994-02-23|TAKE BACK RETURN|SHIP|old packages ha|
+230|194908|7428|2|6|12017.40|0.03|0.08|A|F|1994-01-26|1994-01-25|1994-02-13|NONE|REG AIR| sleep furiously about the p|
+230|7367|4868|3|1|1274.36|0.07|0.06|R|F|1994-01-22|1994-01-03|1994-02-05|TAKE BACK RETURN|RAIL|blithely unusual dolphins. bold, ex|
+230|9164|1665|4|44|47219.04|0.08|0.06|R|F|1994-02-09|1994-01-18|1994-03-11|NONE|MAIL|deposits integrate slyly sile|
+230|18923|6427|5|8|14735.36|0.09|0.06|R|F|1993-11-03|1994-01-20|1993-11-11|TAKE BACK RETURN|TRUCK|g the instructions. fluffil|
+230|33927|1437|6|8|14887.36|0.00|0.05|R|F|1993-11-21|1994-01-05|1993-12-19|TAKE BACK RETURN|FOB|nal ideas. silent, reg|
+231|158356|8357|1|16|22629.60|0.04|0.08|R|F|1994-11-20|1994-10-29|1994-12-17|TAKE BACK RETURN|AIR|e furiously ironic pinto beans.|
+231|83359|884|2|46|61748.10|0.04|0.05|R|F|1994-12-13|1994-12-02|1994-12-14|DELIVER IN PERSON|SHIP|affix blithely. bold requests among the f|
+231|198124|644|3|50|61106.00|0.09|0.01|A|F|1994-12-11|1994-12-14|1994-12-13|NONE|RAIL|onic packages haggle fluffily a|
+231|56760|6761|4|31|53219.56|0.08|0.02|A|F|1994-11-05|1994-12-27|1994-11-30|TAKE BACK RETURN|SHIP|iously special decoys wake q|
+256|88233|742|1|22|26867.06|0.09|0.02|R|F|1994-01-12|1993-12-28|1994-01-26|COLLECT COD|FOB|ke quickly ironic, ironic deposits. reg|
+256|118399|3422|2|40|56695.60|0.10|0.01|A|F|1993-11-30|1993-12-13|1993-12-02|NONE|FOB|nal theodolites. deposits cajole s|
+256|129111|4136|3|45|51304.95|0.02|0.08|R|F|1994-01-14|1994-01-17|1994-02-10|COLLECT COD|SHIP| grouches. ideas wake quickly ar|
+257|146229|6230|1|7|8926.54|0.05|0.02|N|O|1998-06-18|1998-05-15|1998-06-27|COLLECT COD|FOB|ackages sleep bold realms. f|
+258|106194|3725|1|8|9601.52|0.00|0.07|R|F|1994-01-20|1994-03-21|1994-02-09|NONE|REG AIR|ully about the fluffily silent dependencies|
+258|196119|3677|2|40|48604.40|0.10|0.01|A|F|1994-03-13|1994-02-23|1994-04-05|DELIVER IN PERSON|FOB|silent frets nod daringly busy, bold|
+258|161762|1763|3|45|82069.20|0.07|0.07|R|F|1994-03-04|1994-02-13|1994-03-30|DELIVER IN PERSON|TRUCK|regular excuses-- fluffily ruthl|
+258|132912|5426|4|31|60292.21|0.02|0.05|A|F|1994-04-20|1994-03-20|1994-04-28|COLLECT COD|REG AIR| slyly blithely special mul|
+258|35959|8463|5|25|47373.75|0.08|0.02|A|F|1994-04-13|1994-02-26|1994-04-29|TAKE BACK RETURN|TRUCK|leep pending packages.|
+258|146467|8982|6|36|54484.56|0.09|0.04|A|F|1994-01-11|1994-03-04|1994-01-18|DELIVER IN PERSON|AIR|nic asymptotes. slyly silent r|
+259|98779|8780|1|14|24888.78|0.00|0.08|A|F|1993-12-17|1993-12-09|1993-12-31|COLLECT COD|SHIP|ons against the express acco|
+259|161982|4499|2|14|28615.72|0.03|0.05|R|F|1993-11-10|1993-11-20|1993-11-17|DELIVER IN PERSON|FOB|ully even, regul|
+259|23514|3515|3|42|60375.42|0.09|0.00|R|F|1993-10-20|1993-11-18|1993-11-12|NONE|TRUCK|the slyly ironic pinto beans. fi|
+259|195335|2893|4|3|4290.99|0.08|0.06|R|F|1993-10-04|1993-11-07|1993-10-14|TAKE BACK RETURN|SHIP|ng slyly at the accounts.|
+259|192201|7240|5|6|7759.20|0.00|0.05|R|F|1993-12-05|1993-12-22|1993-12-21|COLLECT COD|TRUCK| requests sleep|
+260|155887|5888|1|50|97144.00|0.07|0.08|N|O|1997-03-24|1997-02-09|1997-04-20|TAKE BACK RETURN|REG AIR|c deposits |
+260|182736|2737|2|26|47286.98|0.02|0.07|N|O|1996-12-12|1997-02-06|1996-12-15|NONE|TRUCK|ld theodolites boost fl|
+260|41222|8735|3|27|31406.94|0.05|0.08|N|O|1997-03-23|1997-02-15|1997-04-22|TAKE BACK RETURN|RAIL|ions according to the|
+260|5337|338|4|29|36027.57|0.10|0.06|N|O|1997-03-15|1997-01-14|1997-04-13|NONE|MAIL|fluffily even asymptotes. express wa|
+260|95286|305|5|44|56376.32|0.01|0.05|N|O|1997-03-26|1997-02-03|1997-04-19|DELIVER IN PERSON|MAIL|above the blithely ironic instr|
+261|1349|6350|1|34|42511.56|0.05|0.08|R|F|1993-08-18|1993-09-24|1993-08-20|COLLECT COD|REG AIR|c packages. asymptotes da|
+261|65662|5663|2|20|32553.20|0.00|0.06|R|F|1993-10-21|1993-08-02|1993-11-04|DELIVER IN PERSON|RAIL|ites hinder |
+261|173959|8994|3|28|56922.60|0.08|0.03|R|F|1993-07-24|1993-08-20|1993-08-05|COLLECT COD|AIR|ironic packages nag slyly. carefully fin|
+261|118455|967|4|49|72199.05|0.04|0.05|R|F|1993-09-12|1993-08-31|1993-10-07|COLLECT COD|SHIP|ions. bold accounts |
+261|60469|7988|5|49|70043.54|0.01|0.08|A|F|1993-09-29|1993-09-08|1993-10-01|COLLECT COD|SHIP| pinto beans haggle slyly furiously pending|
+261|96989|9499|6|20|39719.60|0.06|0.06|A|F|1993-10-15|1993-09-05|1993-11-07|NONE|AIR|ing to the special, ironic deposi|
+262|191186|1187|1|39|49810.02|0.01|0.05|N|O|1996-01-15|1996-02-18|1996-01-28|COLLECT COD|RAIL|usual, regular requests|
+262|60074|7593|2|33|34124.31|0.09|0.03|N|O|1996-03-10|1996-01-31|1996-03-27|TAKE BACK RETURN|AIR|atelets sleep furiously. requests cajole. b|
+262|58695|6211|3|35|57879.15|0.05|0.08|N|O|1996-03-12|1996-02-14|1996-04-11|COLLECT COD|MAIL|lites cajole along the pending packag|
+263|23960|6463|1|22|41447.12|0.06|0.08|R|F|1994-08-24|1994-06-20|1994-09-09|NONE|FOB|efully express fo|
+263|84557|9574|2|9|13873.95|0.08|0.00|A|F|1994-07-21|1994-07-16|1994-08-08|TAKE BACK RETURN|TRUCK|lms wake bl|
+263|142891|434|3|50|96694.50|0.06|0.04|R|F|1994-08-18|1994-07-31|1994-08-22|NONE|TRUCK|re the packages. special|
+288|50641|8157|1|31|49340.84|0.00|0.03|N|O|1997-03-17|1997-04-28|1997-04-06|TAKE BACK RETURN|AIR|instructions wa|
+288|116386|8898|2|49|68716.62|0.08|0.05|N|O|1997-04-19|1997-05-19|1997-05-18|TAKE BACK RETURN|TRUCK|ic excuses sleep always spe|
+288|98833|8834|3|36|65945.88|0.02|0.02|N|O|1997-02-22|1997-05-07|1997-03-07|TAKE BACK RETURN|TRUCK|yly pending excu|
+288|78406|8407|4|19|26303.60|0.07|0.07|N|O|1997-03-14|1997-04-04|1997-03-26|NONE|MAIL|deposits. blithely quick courts ar|
+288|161894|6927|5|31|60632.59|0.10|0.04|N|O|1997-05-29|1997-04-24|1997-06-20|TAKE BACK RETURN|RAIL|ns. fluffily|
+289|173280|832|1|25|33832.00|0.07|0.05|N|O|1997-03-18|1997-05-05|1997-04-15|DELIVER IN PERSON|FOB|out the quickly bold theodol|
+289|111800|9334|2|6|10870.80|0.06|0.05|N|O|1997-02-18|1997-05-08|1997-03-19|DELIVER IN PERSON|SHIP|d packages use fluffily furiously|
+289|16996|1999|3|44|84171.56|0.10|0.08|N|O|1997-06-05|1997-04-20|1997-07-02|COLLECT COD|MAIL|ly ironic foxes. asymptotes |
+289|39439|1943|4|48|66164.64|0.01|0.08|N|O|1997-03-14|1997-03-30|1997-03-24|DELIVER IN PERSON|RAIL|sits cajole. bold pinto beans x-ray fl|
+289|46285|8790|5|13|16006.64|0.10|0.03|N|O|1997-06-08|1997-04-06|1997-06-18|TAKE BACK RETURN|REG AIR|ts. quickly bold deposits alongside|
+290|5351|352|1|35|43972.25|0.01|0.02|R|F|1994-04-01|1994-02-05|1994-04-27|NONE|MAIL|ove the final foxes detect slyly fluffily|
+290|128923|1436|2|2|3903.84|0.05|0.04|A|F|1994-01-30|1994-02-13|1994-02-21|TAKE BACK RETURN|TRUCK|. permanently furious reques|
+290|1888|4389|3|5|8949.40|0.03|0.05|A|F|1994-01-19|1994-02-24|1994-01-27|NONE|MAIL|ans integrate. requests sleep. fur|
+290|123741|6254|4|23|40589.02|0.05|0.08|R|F|1994-03-14|1994-02-21|1994-04-09|NONE|AIR|refully unusual packages. |
+291|122565|102|1|21|33338.76|0.05|0.07|A|F|1994-05-26|1994-05-10|1994-06-23|COLLECT COD|TRUCK|y quickly regular theodolites. final t|
+291|137316|7317|2|19|25712.89|0.08|0.02|R|F|1994-06-14|1994-04-25|1994-06-19|NONE|REG AIR|e. ruthlessly final accounts after the|
+291|60874|5887|3|30|55046.10|0.10|0.02|R|F|1994-03-22|1994-04-30|1994-03-24|DELIVER IN PERSON|FOB| fluffily regular deposits. quickl|
+292|153561|3562|1|8|12916.48|0.10|0.03|R|F|1992-02-18|1992-03-30|1992-03-18|DELIVER IN PERSON|RAIL|sily bold deposits alongside of the ex|
+292|99249|9250|2|24|29957.76|0.08|0.04|R|F|1992-03-24|1992-03-06|1992-04-20|COLLECT COD|TRUCK| bold, pending theodolites u|
+293|8960|6461|1|14|26165.44|0.02|0.05|R|F|1992-10-19|1992-12-23|1992-11-10|DELIVER IN PERSON|SHIP|es. packages above the|
+293|186406|6407|2|11|16416.40|0.10|0.04|R|F|1992-12-24|1992-12-01|1993-01-12|COLLECT COD|MAIL| affix carefully quickly special idea|
+293|117267|4801|3|13|16695.38|0.04|0.02|A|F|1992-12-17|1992-12-26|1992-12-22|COLLECT COD|RAIL| wake after the quickly even deposits. bli|
+294|59620|7136|1|31|48968.22|0.00|0.01|R|F|1993-08-06|1993-08-19|1993-08-13|TAKE BACK RETURN|AIR|le fluffily along the quick|
+295|197507|27|1|29|46530.50|0.02|0.07|A|F|1994-11-09|1994-12-08|1994-12-07|COLLECT COD|MAIL|inst the carefully ironic pinto beans. blit|
+295|91344|8872|2|26|34718.84|0.04|0.03|R|F|1994-12-13|1994-11-30|1995-01-06|DELIVER IN PERSON|AIR|ts above the slyly regular requests x-ray q|
+295|15283|7785|3|8|9586.24|0.10|0.07|R|F|1995-01-13|1994-11-17|1995-01-25|NONE|TRUCK| final instructions h|
+295|60621|3128|4|26|41122.12|0.10|0.04|A|F|1995-01-12|1994-11-22|1995-01-22|DELIVER IN PERSON|MAIL| carefully iron|
+320|4415|1916|1|30|39582.30|0.05|0.01|N|O|1997-12-04|1998-01-21|1997-12-13|NONE|RAIL| ironic, final accounts wake quick de|
+320|192158|4678|2|13|16251.95|0.03|0.00|N|O|1997-12-16|1997-12-26|1997-12-17|TAKE BACK RETURN|AIR|he furiously regular pinto beans. car|
+321|318|7819|1|21|25584.51|0.01|0.08|A|F|1993-07-18|1993-04-24|1993-08-13|TAKE BACK RETURN|REG AIR|hockey players sleep slyly sl|
+321|140433|5462|2|41|60410.63|0.08|0.07|R|F|1993-06-21|1993-06-07|1993-07-09|NONE|REG AIR|special packages shall have to doze blit|
+322|152499|7530|1|12|18617.88|0.08|0.07|A|F|1992-06-29|1992-05-30|1992-07-11|NONE|AIR|ular theodolites promise qu|
+322|43662|3663|2|48|77071.68|0.02|0.07|A|F|1992-06-11|1992-06-16|1992-06-26|COLLECT COD|RAIL|dolites detect qu|
+322|12673|177|3|20|31713.40|0.04|0.01|R|F|1992-04-26|1992-05-04|1992-05-22|DELIVER IN PERSON|MAIL|ckly toward |
+322|183246|5765|4|10|13292.40|0.06|0.03|R|F|1992-04-12|1992-05-13|1992-04-14|DELIVER IN PERSON|AIR| deposits grow slyly according to th|
+322|11605|9109|5|35|53081.00|0.07|0.06|A|F|1992-07-17|1992-05-03|1992-08-14|TAKE BACK RETURN|RAIL|egular accounts cajole carefully. even d|
+322|33310|8317|6|3|3729.93|0.08|0.05|A|F|1992-07-03|1992-05-10|1992-07-28|NONE|AIR|ending, ironic deposits along the blith|
+322|37435|4945|7|5|6862.15|0.01|0.02|A|F|1992-04-15|1992-05-12|1992-04-26|COLLECT COD|REG AIR| special grouches sleep quickly instructio|
+323|163628|1177|1|50|84581.00|0.05|0.04|A|F|1994-04-20|1994-04-25|1994-05-12|DELIVER IN PERSON|REG AIR|cial requests |
+323|95136|7646|2|18|20360.34|0.06|0.07|R|F|1994-04-13|1994-06-02|1994-05-10|DELIVER IN PERSON|TRUCK|posits cajole furiously pinto beans. |
+323|142725|2726|3|9|15909.48|0.07|0.04|A|F|1994-06-26|1994-06-10|1994-07-13|COLLECT COD|TRUCK|nic accounts. regular, regular pack|
+324|199475|4514|1|26|40936.22|0.07|0.01|R|F|1992-04-19|1992-05-28|1992-05-12|DELIVER IN PERSON|RAIL|ross the slyly regular s|
+325|158791|6337|1|34|62892.86|0.09|0.04|A|F|1993-10-28|1993-12-13|1993-11-17|TAKE BACK RETURN|MAIL|ly bold deposits. always iron|
+325|185139|7658|2|5|6120.65|0.07|0.08|A|F|1994-01-02|1994-01-05|1994-01-04|TAKE BACK RETURN|MAIL| theodolites. |
+325|18788|1290|3|35|59737.30|0.07|0.07|A|F|1993-12-06|1994-01-03|1993-12-26|DELIVER IN PERSON|REG AIR|packages wa|
+326|179094|4129|1|41|48096.69|0.06|0.03|N|O|1995-08-30|1995-07-09|1995-09-12|DELIVER IN PERSON|TRUCK|ily quickly bold ideas.|
+326|19480|1982|2|38|53180.24|0.02|0.08|N|O|1995-09-12|1995-08-23|1995-09-14|COLLECT COD|RAIL|es sleep slyly. carefully regular inst|
+326|183739|8776|3|25|45568.25|0.03|0.04|N|O|1995-08-03|1995-07-27|1995-08-16|NONE|AIR|ily furiously unusual accounts. |
+326|84836|9853|4|5|9104.15|0.03|0.08|N|O|1995-07-29|1995-07-13|1995-08-12|NONE|REG AIR|deas sleep according to the sometimes spe|
+326|34543|9550|5|31|45803.74|0.04|0.08|N|O|1995-09-27|1995-07-06|1995-10-22|NONE|TRUCK|cies sleep quick|
+326|156712|4258|6|41|72517.11|0.02|0.00|N|O|1995-07-05|1995-07-23|1995-07-20|TAKE BACK RETURN|REG AIR|to beans wake before the furiously re|
+326|42134|4639|7|47|50578.11|0.04|0.04|N|O|1995-09-16|1995-07-04|1995-10-04|NONE|REG AIR| special accounts sleep |
+327|143503|1046|1|16|24744.00|0.03|0.01|N|O|1995-07-05|1995-06-07|1995-07-09|TAKE BACK RETURN|TRUCK|cial ideas sleep af|
+327|41715|4220|2|9|14910.39|0.09|0.05|A|F|1995-05-24|1995-07-11|1995-06-05|NONE|AIR| asymptotes are fu|
+352|63762|3763|1|17|29337.92|0.07|0.05|R|F|1994-06-02|1994-05-31|1994-06-29|NONE|FOB|pending deposits sleep furiously |
+353|119305|4328|1|41|54296.30|0.00|0.06|A|F|1994-03-25|1994-03-31|1994-03-30|DELIVER IN PERSON|AIR|refully final theodoli|
+353|147542|7543|2|29|46096.66|0.09|0.00|A|F|1994-01-11|1994-03-19|1994-02-09|COLLECT COD|FOB|ctions impr|
+353|134318|1858|3|12|16227.72|0.06|0.01|R|F|1994-01-02|1994-03-26|1994-01-19|DELIVER IN PERSON|RAIL|g deposits cajole |
+353|77071|2086|4|46|48211.22|0.00|0.04|A|F|1994-04-14|1994-01-31|1994-05-05|DELIVER IN PERSON|FOB| ironic dolphins |
+353|116803|1826|5|9|16378.20|0.02|0.02|A|F|1994-03-15|1994-03-20|1994-03-18|TAKE BACK RETURN|RAIL|ual accounts! carefu|
+353|102699|2700|6|39|66365.91|0.02|0.05|A|F|1994-01-15|1994-03-30|1994-02-01|NONE|MAIL|losely quickly even accounts. c|
+354|49480|1985|1|14|20012.72|0.08|0.04|N|O|1996-04-12|1996-06-03|1996-05-08|NONE|SHIP|quickly regular grouches will eat. careful|
+354|193864|1422|2|24|46988.64|0.01|0.01|N|O|1996-05-08|1996-05-17|1996-06-07|DELIVER IN PERSON|AIR|y silent requests. regular, even accounts|
+354|58125|8126|3|50|54156.00|0.08|0.05|N|O|1996-03-21|1996-05-20|1996-04-04|COLLECT COD|TRUCK|to beans s|
+354|106672|4203|4|7|11750.69|0.06|0.01|N|O|1996-05-07|1996-04-18|1996-05-24|NONE|MAIL|ously idly ironic accounts-- quickl|
+354|30527|528|5|18|26235.36|0.04|0.08|N|O|1996-03-31|1996-05-13|1996-04-27|DELIVER IN PERSON|RAIL| about the carefully unusual |
+354|61082|3589|6|36|37550.88|0.03|0.02|N|O|1996-03-19|1996-05-29|1996-03-30|NONE|AIR|onic requests thrash bold g|
+354|4660|9661|7|14|21905.24|0.01|0.07|N|O|1996-07-06|1996-06-08|1996-07-10|TAKE BACK RETURN|MAIL|t thinly above the ironic, |
+355|113959|8982|1|31|61161.45|0.09|0.07|A|F|1994-07-13|1994-08-18|1994-07-18|DELIVER IN PERSON|FOB|y unusual, ironic|
+355|96030|3558|2|41|42067.23|0.05|0.00|A|F|1994-08-15|1994-07-19|1994-09-06|DELIVER IN PERSON|TRUCK| deposits. carefully r|
+356|45214|5215|1|4|4636.84|0.10|0.01|A|F|1994-07-28|1994-08-01|1994-08-04|DELIVER IN PERSON|REG AIR| the dependencies nod unusual, final ac|
+356|107463|2484|2|48|70582.08|0.02|0.03|R|F|1994-08-12|1994-07-31|1994-08-26|NONE|FOB|unusual packages. furiously |
+356|118002|514|3|35|35700.00|0.08|0.07|R|F|1994-10-14|1994-07-31|1994-10-23|COLLECT COD|TRUCK|s. unusual, final|
+356|55342|353|4|41|53190.94|0.07|0.05|A|F|1994-09-28|1994-09-20|1994-10-07|COLLECT COD|SHIP| according to the express foxes will|
+356|124271|1808|5|37|47924.99|0.05|0.03|A|F|1994-07-15|1994-08-24|1994-08-09|DELIVER IN PERSON|FOB|ndencies are since the packag|
+357|113143|3144|1|26|30059.64|0.06|0.03|N|O|1996-12-28|1996-11-26|1997-01-13|NONE|FOB| carefully pending accounts use a|
+357|185814|8333|2|36|68393.16|0.07|0.06|N|O|1996-12-28|1996-11-13|1997-01-24|DELIVER IN PERSON|AIR|d the carefully even requests. |
+357|164807|9840|3|32|59897.60|0.05|0.07|N|O|1997-01-28|1996-12-29|1997-02-14|NONE|MAIL|y above the carefully final accounts|
+358|190028|2548|1|41|45838.82|0.06|0.01|A|F|1993-11-18|1993-11-14|1993-11-28|NONE|TRUCK|ely frets. furious deposits sleep |
+358|189955|7510|2|32|65438.40|0.05|0.08|A|F|1993-10-18|1993-12-12|1993-10-31|NONE|TRUCK|y final foxes sleep blithely sl|
+358|168710|3743|3|40|71148.40|0.09|0.01|A|F|1993-12-05|1993-11-04|1994-01-01|COLLECT COD|MAIL|ng the ironic theo|
+358|96557|1576|4|15|23303.25|0.08|0.08|A|F|1993-10-04|1993-12-17|1993-10-23|TAKE BACK RETURN|MAIL|out the blithely ironic deposits slee|
+358|28629|6136|5|18|28037.16|0.01|0.02|R|F|1993-10-07|1993-11-01|1993-10-26|COLLECT COD|SHIP|olphins haggle ironic accounts. f|
+358|161283|1284|6|32|43016.96|0.03|0.05|R|F|1993-12-21|1993-11-06|1994-01-17|DELIVER IN PERSON|RAIL|lyly express deposits |
+358|82916|7933|7|45|85450.95|0.05|0.02|A|F|1993-12-08|1993-10-29|1993-12-30|NONE|REG AIR|to beans. regular, unusual deposits sl|
+359|165980|5981|1|30|61379.40|0.00|0.08|A|F|1995-01-06|1995-02-20|1995-01-20|TAKE BACK RETURN|AIR|uses detect spec|
+359|11158|6161|2|18|19244.70|0.00|0.03|A|F|1995-01-27|1995-03-18|1995-01-31|DELIVER IN PERSON|RAIL|unusual warthogs. ironically sp|
+359|131463|3977|3|17|25405.82|0.07|0.06|A|F|1995-01-31|1995-03-18|1995-02-10|COLLECT COD|SHIP|sts according to the blithely|
+359|89985|2494|4|38|75049.24|0.10|0.08|R|F|1995-03-30|1995-01-20|1995-04-25|DELIVER IN PERSON|RAIL|g furiously. regular, sile|
+359|167239|2272|5|11|14368.53|0.01|0.03|A|F|1995-02-15|1995-01-27|1995-02-18|NONE|FOB|rets wake blithely. slyly final dep|
+359|182663|218|6|23|40150.18|0.04|0.07|R|F|1995-01-31|1995-03-11|1995-02-16|DELIVER IN PERSON|REG AIR|ic courts snooze quickly furiously final fo|
+384|178442|3477|1|38|57776.72|0.07|0.01|R|F|1992-06-02|1992-04-18|1992-06-10|DELIVER IN PERSON|TRUCK|totes cajole blithely against the even|
+384|63342|5849|2|49|63961.66|0.09|0.07|A|F|1992-04-01|1992-04-25|1992-04-18|COLLECT COD|AIR|refully carefully ironic instructions. bl|
+384|181502|6539|3|11|17418.50|0.02|0.08|A|F|1992-04-02|1992-04-21|1992-04-15|COLLECT COD|MAIL|ash carefully|
+384|92053|7072|4|11|11495.55|0.00|0.06|R|F|1992-06-24|1992-05-29|1992-07-22|COLLECT COD|TRUCK|nic excuses are furiously above the blith|
+384|131403|8943|5|14|20081.60|0.08|0.06|R|F|1992-06-14|1992-05-29|1992-07-05|DELIVER IN PERSON|TRUCK|ckages are slyly after the slyly specia|
+385|166446|8963|1|7|10587.08|0.05|0.06|N|O|1996-05-23|1996-05-09|1996-06-06|DELIVER IN PERSON|REG AIR| special asymptote|
+385|53025|8036|2|46|44988.92|0.08|0.07|N|O|1996-03-29|1996-05-17|1996-04-18|NONE|REG AIR|lthily ironic f|
+386|152405|9951|1|39|56838.60|0.10|0.07|A|F|1995-05-10|1995-02-28|1995-05-25|NONE|SHIP|hely. carefully regular accounts hag|
+386|68123|5642|2|16|17457.92|0.06|0.01|A|F|1995-04-12|1995-04-18|1995-05-11|DELIVER IN PERSON|MAIL|lithely fluffi|
+386|130081|82|3|37|41109.96|0.09|0.04|A|F|1995-05-23|1995-03-01|1995-05-25|TAKE BACK RETURN|MAIL|ending pearls breach fluffily. slyly pen|
+387|136667|1694|1|1|1703.66|0.08|0.03|N|O|1997-05-06|1997-04-23|1997-05-10|NONE|SHIP| pinto beans wake furiously carefu|
+387|152800|2801|2|42|77817.60|0.07|0.05|N|O|1997-05-25|1997-02-25|1997-05-29|DELIVER IN PERSON|RAIL|lithely final theodolites.|
+387|96392|1411|3|40|55535.60|0.09|0.02|N|O|1997-03-08|1997-04-18|1997-03-31|COLLECT COD|TRUCK| quickly ironic platelets are slyly. fluff|
+387|55927|5928|4|19|35775.48|0.08|0.00|N|O|1997-03-14|1997-04-21|1997-04-04|NONE|REG AIR|gular dependencies|
+387|148313|828|5|32|43561.92|0.08|0.06|N|O|1997-05-02|1997-04-11|1997-05-11|DELIVER IN PERSON|TRUCK|gle. silent, fur|
+388|32590|100|1|42|63948.78|0.05|0.06|R|F|1993-02-21|1993-02-26|1993-03-15|COLLECT COD|FOB|accounts sleep furiously|
+388|127808|7809|2|46|84446.80|0.07|0.01|A|F|1993-03-22|1993-01-26|1993-03-24|COLLECT COD|FOB|to beans nag about the careful reque|
+388|64486|9499|3|40|58019.20|0.06|0.01|A|F|1992-12-24|1993-01-28|1993-01-19|TAKE BACK RETURN|REG AIR|quests against the carefully unusual epi|
+389|189295|1814|1|2|2768.58|0.09|0.00|R|F|1994-04-13|1994-04-10|1994-04-25|TAKE BACK RETURN|RAIL|fts. courts eat blithely even dependenc|
+390|106523|9034|1|10|15295.20|0.02|0.05|N|O|1998-05-26|1998-07-06|1998-06-23|TAKE BACK RETURN|SHIP| requests. final accounts x-ray beside the|
+390|123353|890|2|17|23397.95|0.09|0.06|N|O|1998-06-07|1998-06-14|1998-07-07|COLLECT COD|SHIP|ending, pending pinto beans wake slyl|
+390|183266|8303|3|46|62065.96|0.07|0.04|N|O|1998-06-06|1998-05-20|1998-06-14|DELIVER IN PERSON|SHIP|cial excuses. bold, pending packages|
+390|141937|1938|4|42|83115.06|0.01|0.05|N|O|1998-06-06|1998-06-22|1998-07-05|COLLECT COD|SHIP|counts nag across the sly, sil|
+390|127657|170|5|13|21900.45|0.02|0.06|N|O|1998-07-08|1998-05-10|1998-07-18|DELIVER IN PERSON|SHIP|sleep carefully idle packages. blithely |
+390|124632|9657|6|11|18222.93|0.09|0.06|N|O|1998-05-05|1998-05-15|1998-06-01|DELIVER IN PERSON|SHIP|according to the foxes are furiously |
+390|84937|2462|7|24|46126.32|0.05|0.02|N|O|1998-04-18|1998-05-19|1998-04-28|TAKE BACK RETURN|AIR|y. enticingly final depos|
+391|121586|6611|1|14|22506.12|0.09|0.02|R|F|1995-02-11|1995-02-03|1995-02-13|TAKE BACK RETURN|TRUCK| escapades sleep furiously about |
+416|93563|6073|1|25|38914.00|0.00|0.05|A|F|1993-10-11|1993-11-26|1993-10-21|DELIVER IN PERSON|TRUCK|y final theodolites about|
+416|110869|8403|2|22|41356.92|0.10|0.00|R|F|1993-12-27|1993-12-17|1994-01-09|COLLECT COD|RAIL|rint blithely above the pending sentim|
+416|174101|6619|3|25|29377.50|0.07|0.01|R|F|1993-10-16|1993-12-03|1993-10-29|NONE|AIR|ses boost after the bold requests.|
+417|39560|9561|1|39|58482.84|0.01|0.02|A|F|1994-05-31|1994-05-02|1994-06-06|NONE|SHIP|y regular requests wake along |
+417|69212|4225|2|18|21261.78|0.00|0.01|R|F|1994-03-29|1994-04-10|1994-04-26|TAKE BACK RETURN|FOB|- final requests sle|
+417|44192|6697|3|41|46583.79|0.10|0.01|R|F|1994-04-11|1994-03-08|1994-05-06|COLLECT COD|RAIL|tes. regular requests across the |
+417|131087|1088|4|2|2236.16|0.01|0.03|R|F|1994-02-13|1994-04-19|1994-03-15|DELIVER IN PERSON|SHIP|uriously bol|
+418|18552|1054|1|31|45587.05|0.00|0.03|N|F|1995-06-05|1995-06-18|1995-06-26|COLLECT COD|FOB|final theodolites. fluffil|
+418|1062|3563|2|1|963.06|0.04|0.07|N|O|1995-06-23|1995-06-16|1995-07-23|DELIVER IN PERSON|AIR|regular, silent pinto|
+418|34829|7333|3|3|5291.46|0.04|0.06|N|O|1995-06-29|1995-07-12|1995-07-01|COLLECT COD|AIR|ly furiously regular w|
+419|152691|7722|1|33|57541.77|0.05|0.02|N|O|1996-11-06|1996-12-25|1996-11-20|TAKE BACK RETURN|TRUCK|y above the bli|
+419|64192|9205|2|32|36998.08|0.01|0.06|N|O|1996-12-04|1996-12-04|1996-12-24|COLLECT COD|SHIP|blithely regular requests. special pinto|
+419|70495|3003|3|15|21982.35|0.07|0.04|N|O|1996-12-17|1996-11-28|1996-12-19|TAKE BACK RETURN|REG AIR| sleep final, regular theodolites. fluffi|
+419|8756|6257|4|15|24971.25|0.01|0.02|N|O|1997-01-09|1996-12-22|1997-01-25|COLLECT COD|FOB|of the careful, thin theodolites. quickly s|
+419|148401|3430|5|17|24639.80|0.01|0.00|N|O|1997-01-13|1996-12-20|1997-02-01|COLLECT COD|REG AIR|lar dependencies: carefully regu|
+420|100885|5906|1|5|9429.40|0.04|0.03|N|O|1995-11-04|1996-01-02|1995-11-30|NONE|REG AIR|cajole blit|
+420|161079|8628|2|22|25081.54|0.05|0.04|N|O|1996-01-25|1995-12-16|1996-02-03|TAKE BACK RETURN|AIR|ly against the blithely re|
+420|47557|2566|3|45|67704.75|0.09|0.08|N|O|1996-01-14|1996-01-01|1996-01-26|COLLECT COD|FOB| final accounts. furiously express forges|
+420|74795|4796|4|12|21237.48|0.08|0.08|N|O|1996-02-05|1996-01-03|1996-02-12|TAKE BACK RETURN|REG AIR|c instructions are |
+420|72918|7933|5|37|69963.67|0.02|0.00|N|O|1995-11-16|1995-12-13|1995-11-19|DELIVER IN PERSON|SHIP|rbits. bold requests along the quickl|
+420|123736|1273|6|40|70389.20|0.01|0.05|N|O|1995-11-26|1995-12-26|1995-12-20|TAKE BACK RETURN|FOB| after the special|
+420|15978|5979|7|39|73864.83|0.00|0.08|N|O|1995-12-09|1995-12-16|1995-12-31|DELIVER IN PERSON|REG AIR|s. ironic waters about the car|
+421|133070|3071|1|1|1103.07|0.02|0.07|R|F|1992-05-29|1992-04-27|1992-06-09|NONE|TRUCK|oldly busy deposit|
+422|151816|4332|1|25|46695.25|0.10|0.07|N|O|1997-07-01|1997-08-17|1997-07-09|DELIVER IN PERSON|SHIP|carefully bold theodolit|
+422|170666|3184|2|10|17366.60|0.02|0.03|N|O|1997-06-15|1997-08-04|1997-07-08|TAKE BACK RETURN|AIR|he furiously ironic theodolite|
+422|175984|3536|3|46|94759.08|0.09|0.00|N|O|1997-06-21|1997-07-14|1997-06-27|DELIVER IN PERSON|RAIL| ideas. qu|
+422|161622|9171|4|25|42090.50|0.10|0.04|N|O|1997-08-24|1997-07-09|1997-09-22|NONE|FOB|ep along the furiousl|
+423|131890|6917|1|27|51891.03|0.06|0.03|N|O|1996-08-20|1996-08-01|1996-08-23|TAKE BACK RETURN|SHIP|ccounts. blithely regular pack|
+448|125197|5198|1|4|4888.76|0.00|0.04|N|O|1995-11-25|1995-10-20|1995-11-26|TAKE BACK RETURN|MAIL|nts thrash quickly among the b|
+448|172359|9911|2|46|65842.10|0.05|0.00|N|O|1995-08-31|1995-09-30|1995-09-09|COLLECT COD|SHIP| to the fluffily ironic packages.|
+448|26809|1814|3|35|60753.00|0.10|0.08|N|O|1995-09-27|1995-11-19|1995-10-20|COLLECT COD|REG AIR|ses nag quickly quickly ir|
+448|169045|9046|4|8|8912.32|0.10|0.00|N|O|1995-11-02|1995-10-16|1995-11-15|COLLECT COD|TRUCK|ounts wake blithely. furiously pending|
+448|137283|7284|5|23|30366.44|0.02|0.05|N|O|1995-09-26|1995-11-02|1995-10-17|NONE|SHIP|ious, final gifts|
+449|151908|6939|1|12|23518.80|0.02|0.08|N|O|1995-11-06|1995-08-25|1995-11-18|TAKE BACK RETURN|SHIP|ly. blithely ironic |
+449|108408|5939|2|4|5665.60|0.10|0.06|N|O|1995-10-27|1995-09-14|1995-11-21|DELIVER IN PERSON|FOB|are fluffily. requests are furiously|
+449|9982|9983|3|3|5675.94|0.07|0.08|N|O|1995-07-28|1995-09-11|1995-08-01|NONE|RAIL| bold deposits. express theodolites haggle|
+449|157659|2690|4|22|37766.30|0.07|0.00|N|O|1995-08-17|1995-09-04|1995-09-10|COLLECT COD|FOB|furiously final theodolites eat careful|
+450|161582|9131|1|42|69030.36|0.03|0.00|N|F|1995-06-07|1995-05-29|1995-06-23|TAKE BACK RETURN|SHIP|y asymptotes. regular depen|
+450|106298|6299|2|5|6521.45|0.03|0.02|A|F|1995-04-02|1995-05-06|1995-04-13|TAKE BACK RETURN|TRUCK|the pinto bea|
+450|142528|7557|3|32|50256.64|0.06|0.03|N|O|1995-07-02|1995-04-25|1995-07-30|TAKE BACK RETURN|SHIP| accounts nod fluffily even, pending|
+450|56267|3783|4|40|48930.40|0.05|0.03|R|F|1995-03-20|1995-05-25|1995-04-14|NONE|RAIL|ve. asymptote|
+450|78048|8049|5|2|2052.08|0.09|0.00|A|F|1995-03-11|1995-05-21|1995-03-16|COLLECT COD|AIR|y even pinto beans; qui|
+450|152726|5242|6|33|58697.76|0.08|0.05|R|F|1995-05-18|1995-05-22|1995-05-23|TAKE BACK RETURN|REG AIR|ily carefully final depo|
+451|129532|4557|1|36|56215.08|0.02|0.06|N|O|1998-06-18|1998-08-14|1998-06-20|TAKE BACK RETURN|AIR|rges can haggle carefully ironic, dogged |
+451|32028|7035|2|42|40320.84|0.05|0.01|N|O|1998-08-01|1998-08-05|1998-08-30|DELIVER IN PERSON|TRUCK|express excuses. blithely ironic pin|
+451|86136|6137|3|1|1122.13|0.07|0.05|N|O|1998-07-13|1998-07-03|1998-08-04|DELIVER IN PERSON|AIR| carefully ironic packages solve furiously |
+451|76558|4080|4|28|42967.40|0.04|0.05|N|O|1998-06-16|1998-07-09|1998-06-17|DELIVER IN PERSON|SHIP| theodolites. even cou|
+452|114639|4640|1|2|3307.26|0.04|0.03|N|O|1997-12-26|1998-01-03|1998-01-12|COLLECT COD|FOB|y express instru|
+453|197917|2956|1|45|90670.95|0.01|0.00|N|O|1997-06-30|1997-08-20|1997-07-19|COLLECT COD|REG AIR|ifts wake carefully.|
+453|175131|2683|2|38|45832.94|0.08|0.04|N|O|1997-06-30|1997-07-08|1997-07-16|DELIVER IN PERSON|REG AIR| furiously f|
+453|13144|8147|3|38|40171.32|0.10|0.01|N|O|1997-08-10|1997-07-24|1997-09-07|NONE|SHIP|sts cajole. furiously un|
+453|95748|5749|4|45|78468.30|0.10|0.01|N|O|1997-09-18|1997-06-29|1997-10-14|TAKE BACK RETURN|AIR|ironic foxes. slyly pending depos|
+453|25722|8225|5|32|52727.04|0.04|0.01|N|O|1997-07-15|1997-06-27|1997-07-18|NONE|REG AIR|s. fluffily bold packages cajole. unu|
+453|94318|6828|6|28|36744.68|0.07|0.07|N|O|1997-08-16|1997-08-12|1997-08-27|NONE|MAIL|final dependencies. slyly special pl|
+454|117595|5129|1|24|38702.16|0.06|0.01|N|O|1996-04-26|1996-03-23|1996-05-20|NONE|TRUCK|le. deposits after the ideas nag unusual pa|
+455|156485|4031|1|42|64742.16|0.10|0.02|N|O|1997-01-26|1997-01-10|1997-02-22|DELIVER IN PERSON|REG AIR|around the quickly blit|
+455|27230|7231|2|44|50918.12|0.05|0.08|N|O|1997-01-17|1997-02-22|1997-02-12|TAKE BACK RETURN|TRUCK| accounts sleep slyly ironic asymptote|
+455|48360|3369|3|45|58876.20|0.04|0.06|N|O|1996-12-20|1997-01-31|1997-01-07|TAKE BACK RETURN|SHIP|thrash ironically regular packages. qui|
+455|170012|7564|4|11|11902.11|0.01|0.02|N|O|1997-03-15|1997-02-14|1997-03-26|DELIVER IN PERSON|MAIL|g deposits against the slyly idle foxes u|
+480|52148|2149|1|22|24203.08|0.04|0.02|A|F|1993-06-16|1993-07-28|1993-07-09|NONE|MAIL|into beans cajole furiously. accounts s|
+481|18649|6153|1|17|26649.88|0.07|0.05|A|F|1992-10-21|1992-12-09|1992-11-19|DELIVER IN PERSON|MAIL|. quickly final accounts among the |
+481|20646|647|2|19|29766.16|0.08|0.01|R|F|1993-01-09|1992-11-27|1993-01-14|TAKE BACK RETURN|AIR|p blithely after t|
+481|185785|5786|3|42|78572.76|0.08|0.08|A|F|1992-11-27|1992-11-11|1992-12-08|COLLECT COD|RAIL|mptotes are furiously among the iron|
+481|81009|6026|4|11|10890.00|0.05|0.06|A|F|1993-01-12|1992-11-17|1993-02-05|NONE|FOB|eful attai|
+481|111956|6979|5|31|61006.45|0.05|0.01|A|F|1993-01-15|1992-12-31|1993-01-21|DELIVER IN PERSON|AIR|usly final packages believe. quick|
+482|137343|7344|1|32|44170.88|0.00|0.02|N|O|1996-05-22|1996-05-14|1996-05-29|NONE|SHIP|usual deposits affix against |
+482|121382|8919|2|1|1403.38|0.05|0.08|N|O|1996-05-29|1996-05-20|1996-05-31|COLLECT COD|AIR|es. quickly ironic escapades sleep furious|
+482|61141|6154|3|31|34166.34|0.04|0.03|N|O|1996-06-01|1996-05-06|1996-06-17|NONE|MAIL| blithe pin|
+482|195826|5827|4|8|15374.56|0.02|0.05|N|O|1996-04-19|1996-05-05|1996-04-21|NONE|TRUCK|tructions near the final, regular ideas de|
+482|38215|3222|5|46|53047.66|0.01|0.06|N|O|1996-07-19|1996-06-05|1996-08-10|NONE|MAIL|furiously thin realms. final, fina|
+482|78696|8697|6|19|31819.11|0.04|0.00|N|O|1996-03-27|1996-04-25|1996-04-15|NONE|FOB|ts hinder carefully silent requests|
+483|32694|5198|1|8|13013.52|0.00|0.08|N|O|1995-08-22|1995-08-23|1995-09-18|COLLECT COD|RAIL|osits. carefully fin|
+483|79758|9759|2|23|39968.25|0.04|0.06|N|O|1995-07-20|1995-08-11|1995-08-04|DELIVER IN PERSON|MAIL|requests was quickly against th|
+483|87745|254|3|9|15594.66|0.04|0.03|N|O|1995-09-10|1995-09-02|1995-09-13|NONE|AIR| carefully express ins|
+484|30133|5140|1|49|52093.37|0.10|0.02|N|O|1997-03-06|1997-02-28|1997-03-23|COLLECT COD|TRUCK|ven accounts|
+484|31950|9460|2|45|84687.75|0.06|0.07|N|O|1997-04-09|1997-03-20|1997-04-19|DELIVER IN PERSON|TRUCK|usly final excuses boost slyly blithe|
+484|183351|5870|3|50|71717.50|0.06|0.05|N|O|1997-01-24|1997-03-27|1997-02-22|DELIVER IN PERSON|MAIL|uctions wake. final, silent requests haggle|
+484|164805|4806|4|22|41135.60|0.07|0.03|N|O|1997-04-29|1997-03-26|1997-05-17|TAKE BACK RETURN|SHIP|es are pending instructions. furiously unu|
+484|76308|1323|5|48|61646.40|0.00|0.05|N|O|1997-03-05|1997-02-08|1997-03-22|TAKE BACK RETURN|MAIL|l, bold packages? even mult|
+484|96871|9381|6|10|18678.70|0.01|0.08|N|O|1997-04-06|1997-02-14|1997-04-16|COLLECT COD|FOB|x fluffily carefully regular|
+485|149523|9524|1|50|78626.00|0.01|0.00|N|O|1997-03-28|1997-05-26|1997-04-18|TAKE BACK RETURN|MAIL|iously quick excuses. carefully final f|
+485|27973|2978|2|40|76038.80|0.08|0.01|N|O|1997-04-29|1997-05-08|1997-04-30|TAKE BACK RETURN|TRUCK|al escapades|
+485|136884|4424|3|22|42259.36|0.00|0.05|N|O|1997-04-06|1997-04-27|1997-05-01|DELIVER IN PERSON|TRUCK|refully final notornis haggle according |
+486|75437|5438|1|36|50847.48|0.00|0.01|N|O|1996-06-25|1996-05-06|1996-07-07|COLLECT COD|AIR|deposits around the quickly regular packa|
+486|67040|7041|2|40|40281.60|0.03|0.08|N|O|1996-05-21|1996-06-06|1996-06-07|COLLECT COD|SHIP|ts nag quickly among the slyl|
+486|135912|8426|3|26|50645.66|0.04|0.03|N|O|1996-03-16|1996-05-25|1996-03-31|NONE|RAIL|forges along the |
+486|71865|6880|4|38|69800.68|0.08|0.05|N|O|1996-05-07|1996-04-26|1996-05-26|TAKE BACK RETURN|TRUCK| blithely final pinto |
+486|28099|5606|5|3|3081.27|0.07|0.05|N|O|1996-07-07|1996-04-20|1996-07-23|DELIVER IN PERSON|RAIL|ccounts ha|
+486|46543|9048|6|46|68518.84|0.00|0.03|N|O|1996-04-18|1996-05-02|1996-04-20|COLLECT COD|AIR|theodolites eat carefully furious|
+487|91896|1897|1|47|88730.83|0.06|0.06|R|F|1992-09-30|1992-10-08|1992-10-24|NONE|TRUCK|tions. blithely reg|
+487|82099|2100|2|2|2162.18|0.02|0.06|R|F|1992-10-19|1992-11-04|1992-11-11|COLLECT COD|TRUCK|oss the unusual pinto beans. reg|
+512|188804|1323|1|19|35963.20|0.08|0.05|N|O|1995-07-12|1995-07-11|1995-08-04|COLLECT COD|MAIL| sleep. requests alongside of the fluff|
+512|22847|7852|2|37|65484.08|0.01|0.04|N|O|1995-06-20|1995-07-05|1995-07-16|NONE|RAIL|nic depths cajole? blithely b|
+512|179419|9420|3|40|59936.40|0.05|0.02|N|O|1995-07-06|1995-07-08|1995-07-08|COLLECT COD|TRUCK|quests are da|
+512|82470|7487|4|10|14524.70|0.09|0.02|N|O|1995-09-16|1995-07-29|1995-10-07|NONE|AIR|xes. pinto beans cajole carefully; |
+512|64154|4155|5|6|6708.90|0.03|0.05|R|F|1995-06-10|1995-06-21|1995-06-16|DELIVER IN PERSON|FOB|en ideas haggle |
+512|32014|4518|6|12|11352.12|0.04|0.00|R|F|1995-05-21|1995-08-03|1995-06-09|COLLECT COD|FOB|old furiously express deposits. specia|
+512|50769|3275|7|2|3439.52|0.09|0.08|N|O|1995-06-19|1995-08-13|1995-06-24|NONE|TRUCK|e slyly silent accounts serve with|
+513|61732|9251|1|20|33874.60|0.09|0.07|N|O|1995-07-12|1995-05-31|1995-07-31|NONE|AIR|efully ironic ideas doze slyl|
+513|121628|9165|2|44|72583.28|0.01|0.01|N|O|1995-07-14|1995-07-14|1995-08-12|NONE|MAIL|kages sleep boldly ironic theodolites. acco|
+514|78713|1221|1|21|35525.91|0.06|0.02|N|O|1996-06-09|1996-05-15|1996-07-07|DELIVER IN PERSON|RAIL|s sleep quickly blithely|
+514|117452|9964|2|34|49961.30|0.08|0.02|N|O|1996-04-14|1996-06-03|1996-04-23|COLLECT COD|REG AIR|ily even patterns. bold, silent instruc|
+514|12812|5314|3|6|10348.86|0.06|0.01|N|O|1996-05-30|1996-06-04|1996-06-28|COLLECT COD|SHIP|as haggle blithely; quickly s|
+514|115362|5363|4|43|59226.48|0.00|0.08|N|O|1996-06-07|1996-05-14|1996-07-01|TAKE BACK RETURN|FOB|thely regular |
+515|104014|6525|1|10|10180.10|0.03|0.02|A|F|1993-10-04|1993-11-03|1993-10-08|NONE|FOB|ar deposits th|
+515|147605|2634|2|38|62798.80|0.10|0.07|A|F|1993-09-19|1993-11-12|1993-10-03|DELIVER IN PERSON|SHIP|ays. furiously express requests haggle furi|
+515|182145|9700|3|11|13498.54|0.00|0.02|R|F|1993-09-04|1993-10-02|1993-09-05|DELIVER IN PERSON|FOB|ly pending accounts haggle blithel|
+515|108606|8607|4|34|54896.40|0.09|0.03|R|F|1993-10-03|1993-10-26|1993-10-15|DELIVER IN PERSON|REG AIR|ic dependencie|
+515|130881|3395|5|32|61180.16|0.01|0.07|R|F|1993-10-10|1993-10-08|1993-11-02|TAKE BACK RETURN|FOB|r sauternes boost. final theodolites wake a|
+515|108692|3713|6|25|42517.25|0.04|0.08|R|F|1993-11-14|1993-11-07|1993-12-03|DELIVER IN PERSON|MAIL|e packages engag|
+516|24974|9979|1|11|20888.67|0.01|0.06|N|O|1998-05-02|1998-05-23|1998-05-12|DELIVER IN PERSON|FOB|ongside of the blithely final reque|
+517|44551|4552|1|28|41875.40|0.03|0.02|N|O|1997-04-30|1997-05-18|1997-05-17|COLLECT COD|MAIL| requests. special, fi|
+517|155391|7907|2|15|21695.85|0.02|0.00|N|O|1997-04-09|1997-06-26|1997-05-01|NONE|TRUCK| slyly. express requests ar|
+517|40932|3437|3|9|16856.37|0.04|0.00|N|O|1997-05-03|1997-06-16|1997-05-24|COLLECT COD|SHIP| slyly stealthily express instructions. |
+517|132197|2198|4|11|13521.09|0.06|0.02|N|O|1997-06-20|1997-06-01|1997-06-27|NONE|REG AIR|ly throughout the fu|
+517|23349|8354|5|23|29263.82|0.00|0.01|N|O|1997-04-19|1997-05-07|1997-05-12|COLLECT COD|RAIL| kindle. furiously bold requests mus|
+518|164711|4712|1|30|53271.30|0.07|0.05|N|O|1998-02-18|1998-03-27|1998-03-16|COLLECT COD|TRUCK|slyly by the packages. carefull|
+518|83164|689|2|23|26384.68|0.05|0.07|N|O|1998-02-20|1998-05-05|1998-03-11|COLLECT COD|TRUCK| special requests. fluffily ironic re|
+518|133178|8205|3|12|14534.04|0.01|0.06|N|O|1998-03-08|1998-03-31|1998-04-06|NONE|AIR| packages thrash slyly|
+518|121990|1991|4|46|92551.54|0.07|0.02|N|O|1998-04-07|1998-04-17|1998-04-29|NONE|MAIL|. blithely even ideas cajole furiously. b|
+518|70019|20|5|16|15824.16|0.01|0.01|N|O|1998-03-15|1998-03-24|1998-04-08|NONE|MAIL|use quickly expre|
+518|196358|1397|6|39|56719.65|0.09|0.08|N|O|1998-02-26|1998-03-17|1998-03-21|DELIVER IN PERSON|FOB| the bold, special deposits are carefully |
+518|185956|8475|7|48|98013.60|0.03|0.07|N|O|1998-03-06|1998-04-22|1998-03-14|NONE|FOB| slyly final platelets; quickly even deposi|
+519|158970|4001|1|1|2028.97|0.07|0.07|N|O|1997-12-01|1998-01-26|1997-12-23|COLLECT COD|REG AIR|bold requests believe furiou|
+519|2946|2947|2|38|70259.72|0.05|0.08|N|O|1998-02-19|1997-12-15|1998-03-19|DELIVER IN PERSON|FOB|gular excuses detect quickly furiously |
+519|105900|921|3|19|36212.10|0.00|0.02|N|O|1998-01-09|1998-01-03|1998-02-06|COLLECT COD|AIR|asymptotes. p|
+519|46267|3780|4|27|32758.02|0.08|0.06|N|O|1997-11-20|1997-12-06|1997-12-16|DELIVER IN PERSON|REG AIR|le. even, final dependencies|
+519|9041|4042|5|13|12350.52|0.06|0.08|N|O|1998-02-06|1997-12-02|1998-03-03|TAKE BACK RETURN|TRUCK|c accounts wake along the ironic so|
+519|150926|5957|6|3|5930.76|0.04|0.00|N|O|1998-02-01|1998-01-25|1998-02-27|TAKE BACK RETURN|FOB|erve blithely blithely ironic asymp|
+544|138474|8475|1|47|71086.09|0.08|0.06|R|F|1993-03-14|1993-03-27|1993-03-27|COLLECT COD|SHIP|ecial pains. deposits grow foxes. |
+545|169547|9548|1|4|6466.16|0.02|0.00|N|O|1996-02-23|1995-12-16|1996-03-21|DELIVER IN PERSON|FOB|, ironic grouches cajole over|
+545|170188|5223|2|18|22647.24|0.00|0.00|N|O|1996-02-21|1996-01-17|1996-02-26|NONE|RAIL|al, final packages affix. even a|
+546|84585|2110|1|16|25113.28|0.08|0.02|N|O|1997-02-04|1996-12-30|1997-02-25|DELIVER IN PERSON|TRUCK|de of the orbits. sometimes regula|
+547|70789|5804|1|44|77430.32|0.08|0.08|N|O|1996-10-18|1996-08-17|1996-10-27|TAKE BACK RETURN|FOB|thely express dependencies. qu|
+547|136347|1374|2|48|66400.32|0.01|0.04|N|O|1996-10-21|1996-08-04|1996-11-20|COLLECT COD|SHIP|thely specia|
+547|181345|6382|3|3|4279.02|0.05|0.02|N|O|1996-09-04|1996-08-01|1996-09-21|COLLECT COD|SHIP|pinto beans. ironi|
+548|196550|6551|1|2|3293.10|0.06|0.05|A|F|1994-11-26|1994-11-06|1994-12-06|COLLECT COD|MAIL|ests haggle quickly eve|
+548|4641|4642|2|6|9273.84|0.00|0.08|A|F|1995-01-18|1994-12-08|1995-02-10|NONE|TRUCK|sits wake furiously regular|
+548|182|7683|3|21|22725.78|0.03|0.08|A|F|1995-01-13|1994-12-18|1995-01-25|NONE|AIR|ideas. special accounts above the furiou|
+548|56720|4236|4|21|35211.12|0.08|0.03|A|F|1994-10-27|1994-12-04|1994-11-21|DELIVER IN PERSON|AIR| engage quickly. regular theo|
+548|92995|523|5|19|37771.81|0.00|0.02|A|F|1994-09-24|1994-11-24|1994-10-01|DELIVER IN PERSON|MAIL|courts boost care|
+548|152753|7784|6|32|57784.00|0.06|0.04|A|F|1994-12-16|1994-11-20|1994-12-29|NONE|REG AIR|c instruction|
+549|195061|100|1|18|20809.08|0.07|0.04|R|F|1992-10-19|1992-08-12|1992-11-13|COLLECT COD|REG AIR|furiously according to the ironic, regular |
+549|188735|8736|2|38|69301.74|0.07|0.05|A|F|1992-08-17|1992-08-28|1992-09-05|COLLECT COD|RAIL|the regular, furious excuses. carefu|
+549|65213|5214|3|36|42415.56|0.08|0.04|R|F|1992-09-11|1992-10-11|1992-09-12|DELIVER IN PERSON|AIR|ts against the ironic, even theodolites eng|
+549|20101|7608|4|18|18379.80|0.09|0.01|A|F|1992-07-31|1992-09-11|1992-08-08|NONE|RAIL|ely regular accounts above the |
+549|23480|987|5|38|53332.24|0.06|0.02|R|F|1992-08-23|1992-08-12|1992-08-25|COLLECT COD|REG AIR|eposits. carefully regular depos|
+550|190307|2827|1|31|43316.30|0.04|0.02|N|O|1995-10-24|1995-09-27|1995-11-04|COLLECT COD|AIR|thely silent packages. unusual|
+551|23786|6289|1|8|13678.24|0.08|0.02|N|O|1995-07-29|1995-07-18|1995-08-02|NONE|REG AIR| wake quickly slyly pending platel|
+551|158813|3844|2|20|37436.20|0.00|0.07|N|O|1995-09-18|1995-08-25|1995-10-11|COLLECT COD|TRUCK|r ideas. final, even ideas hinder alongside|
+551|161089|6122|3|16|18401.28|0.07|0.06|N|O|1995-07-29|1995-08-19|1995-08-10|COLLECT COD|MAIL|y along the carefully ex|
+576|86490|1507|1|2|2952.98|0.07|0.01|N|O|1997-05-15|1997-06-30|1997-05-28|NONE|RAIL|ccounts along the ac|
+576|33096|8103|2|6|6174.54|0.06|0.05|N|O|1997-05-15|1997-07-26|1997-06-03|DELIVER IN PERSON|TRUCK|al deposits. slyly even sauternes a|
+576|36565|9069|3|6|9009.36|0.08|0.07|N|O|1997-08-28|1997-06-16|1997-09-25|DELIVER IN PERSON|FOB|ts. ironic multipliers |
+576|137608|2635|4|5|8228.00|0.03|0.07|N|O|1997-06-11|1997-06-17|1997-07-05|NONE|REG AIR|l foxes boost slyly. accounts af|
+577|25886|891|1|25|45297.00|0.06|0.01|A|F|1995-04-09|1995-02-20|1995-05-09|TAKE BACK RETURN|AIR|ve slyly of the frets. careful|
+577|63233|8246|2|14|16747.22|0.08|0.03|R|F|1995-03-19|1995-02-25|1995-04-09|DELIVER IN PERSON|RAIL|l accounts wake deposits. ironic packa|
+578|155542|5543|1|40|63901.60|0.02|0.08|N|O|1997-02-10|1997-03-18|1997-02-11|NONE|SHIP|usly even platel|
+578|187025|2062|2|23|25576.46|0.05|0.08|N|O|1997-03-06|1997-03-03|1997-03-20|TAKE BACK RETURN|FOB|nstructions. ironic deposits|
+579|150618|5649|1|9|15017.49|0.00|0.05|N|O|1998-06-20|1998-04-28|1998-07-19|DELIVER IN PERSON|RAIL|e ironic, express deposits are furiously|
+579|32145|7152|2|39|42008.46|0.02|0.01|N|O|1998-06-21|1998-06-03|1998-06-26|COLLECT COD|REG AIR|ncies. furiously final r|
+579|59048|4059|3|6|6042.24|0.03|0.00|N|O|1998-04-24|1998-05-03|1998-05-08|TAKE BACK RETURN|TRUCK|ickly final requests-- bold accou|
+579|6189|8690|4|41|44902.38|0.04|0.05|N|O|1998-05-28|1998-05-01|1998-06-04|COLLECT COD|REG AIR|bold, express requests sublate slyly. blith|
+579|12612|5114|5|28|42689.08|0.00|0.03|N|O|1998-07-10|1998-05-24|1998-07-19|NONE|RAIL|ic ideas until th|
+579|166717|9234|6|5|8918.55|0.05|0.08|N|O|1998-05-02|1998-04-25|1998-05-05|COLLECT COD|REG AIR|refully silent ideas cajole furious|
+580|84916|2441|1|33|62730.03|0.03|0.05|N|O|1997-10-11|1997-09-19|1997-10-16|TAKE BACK RETURN|FOB|y express theodolites cajole carefully |
+580|173320|3321|2|31|43192.92|0.04|0.08|N|O|1997-10-04|1997-09-08|1997-10-15|COLLECT COD|FOB|ose alongside of the sl|
+580|184444|6963|3|19|29040.36|0.04|0.04|N|O|1997-07-23|1997-09-21|1997-08-15|NONE|FOB|mong the special packag|
+581|63384|8397|1|41|55242.58|0.09|0.07|N|O|1997-05-26|1997-04-06|1997-06-10|TAKE BACK RETURN|MAIL|nts. quickly|
+581|92527|5037|2|14|21273.28|0.06|0.08|N|O|1997-05-17|1997-04-14|1997-06-08|NONE|MAIL|. deposits s|
+581|100106|5127|3|49|54198.90|0.10|0.02|N|O|1997-02-27|1997-04-24|1997-03-10|TAKE BACK RETURN|MAIL|. slyly regular pinto beans acr|
+581|74925|9940|4|30|56997.60|0.10|0.08|N|O|1997-06-19|1997-05-21|1997-06-22|TAKE BACK RETURN|TRUCK| regular ideas grow furio|
+582|56409|3925|1|7|9557.80|0.07|0.00|N|O|1997-11-16|1997-11-29|1997-12-10|TAKE BACK RETURN|FOB|ithely unusual t|
+582|50262|263|2|49|59400.74|0.05|0.03|N|O|1997-12-17|1998-01-12|1997-12-31|COLLECT COD|REG AIR|nts according to the furiously regular pin|
+582|140309|5338|3|42|56670.60|0.07|0.00|N|O|1997-11-15|1997-12-21|1997-12-03|COLLECT COD|SHIP|iously beside the silent de|
+582|167750|7751|4|36|65439.00|0.06|0.01|N|O|1997-12-09|1997-11-27|1997-12-26|TAKE BACK RETURN|SHIP|lar requests. quickly |
+583|144364|4365|1|1|1408.36|0.07|0.07|N|O|1997-06-17|1997-04-29|1997-06-28|NONE|TRUCK| regular, regular ideas. even, bra|
+583|119625|2137|2|47|77297.14|0.10|0.06|N|O|1997-07-14|1997-05-12|1997-08-11|DELIVER IN PERSON|AIR|nts are fluffily. furiously even re|
+583|129431|1944|3|34|49654.62|0.01|0.02|N|O|1997-05-11|1997-04-24|1997-06-03|DELIVER IN PERSON|MAIL|express req|
+583|141250|8793|4|33|42611.25|0.10|0.01|N|O|1997-05-28|1997-04-25|1997-06-24|NONE|AIR|kages cajole slyly across the|
+583|188537|6092|5|13|21131.89|0.04|0.06|N|O|1997-06-23|1997-05-29|1997-07-08|COLLECT COD|TRUCK|y sly theodolites. ironi|
+608|153579|1125|1|19|31018.83|0.08|0.06|N|O|1996-04-19|1996-05-02|1996-05-03|DELIVER IN PERSON|RAIL|ideas. the|
+608|197310|2349|2|40|56292.40|0.03|0.01|N|O|1996-05-21|1996-04-11|1996-06-02|NONE|AIR| alongside of the regular tithes. sly|
+609|65533|8040|1|21|31469.13|0.01|0.05|R|F|1994-08-24|1994-08-23|1994-08-27|DELIVER IN PERSON|FOB|de of the special warthogs. excu|
+610|110792|5815|1|49|88336.71|0.10|0.07|N|O|1995-08-29|1995-10-26|1995-09-12|TAKE BACK RETURN|SHIP|ular instruc|
+610|67896|5415|2|11|20502.79|0.07|0.08|N|O|1995-10-31|1995-10-25|1995-11-18|NONE|MAIL|blithely final |
+610|117617|7618|3|26|42499.86|0.09|0.04|N|O|1995-11-22|1995-09-09|1995-12-04|TAKE BACK RETURN|AIR|cross the furiously even theodolites sl|
+610|185206|7725|4|17|21950.40|0.03|0.03|N|O|1995-11-01|1995-10-30|1995-11-04|COLLECT COD|FOB|p quickly instead of the slyly pending foxe|
+610|145743|5744|5|39|69760.86|0.08|0.05|N|O|1995-10-30|1995-10-21|1995-11-11|TAKE BACK RETURN|REG AIR|counts. ironic warhorses are |
+610|94365|6875|6|5|6796.80|0.00|0.07|N|O|1995-08-11|1995-10-22|1995-08-26|TAKE BACK RETURN|FOB|n pinto beans. iro|
+610|189280|4317|7|27|36970.56|0.06|0.03|N|O|1995-09-02|1995-09-19|1995-09-15|NONE|REG AIR| ironic pinto beans haggle. blithe|
+611|16855|4359|1|39|69102.15|0.05|0.06|R|F|1993-05-06|1993-04-09|1993-05-22|TAKE BACK RETURN|SHIP|nto beans |
+611|80676|677|2|1|1656.67|0.08|0.07|R|F|1993-05-17|1993-02-26|1993-06-15|DELIVER IN PERSON|MAIL|ts. pending platelets aff|
+611|119545|2057|3|39|61017.06|0.09|0.02|A|F|1993-03-10|1993-03-10|1993-03-17|TAKE BACK RETURN|TRUCK|the evenly bold requests. furious|
+612|184959|9996|1|5|10219.75|0.07|0.00|R|F|1992-11-08|1992-11-20|1992-12-03|TAKE BACK RETURN|RAIL|structions. q|
+612|194864|7384|2|28|54848.08|0.07|0.06|R|F|1993-01-02|1992-12-11|1993-01-30|DELIVER IN PERSON|TRUCK|regular instructions affix bl|
+612|66130|1143|3|49|53710.37|0.00|0.08|A|F|1993-01-08|1992-11-25|1993-01-17|TAKE BACK RETURN|REG AIR|theodolite|
+612|38942|1446|4|28|52666.32|0.05|0.00|A|F|1992-11-12|1992-12-05|1992-12-02|TAKE BACK RETURN|REG AIR|lyly regular asym|
+612|87737|246|5|1|1724.73|0.08|0.04|R|F|1992-12-18|1992-12-13|1992-12-20|TAKE BACK RETURN|FOB| requests.|
+612|188203|5758|6|33|42609.60|0.10|0.03|R|F|1992-11-30|1992-12-01|1992-12-12|COLLECT COD|MAIL|bove the blithely even ideas. careful|
+613|90027|7555|1|17|17289.34|0.06|0.06|N|O|1995-09-23|1995-08-04|1995-10-15|NONE|SHIP|ar dependencie|
+613|78348|5870|2|6|7958.04|0.05|0.05|N|O|1995-08-05|1995-08-09|1995-08-08|TAKE BACK RETURN|MAIL|y ironic deposits eat |
+613|185016|7535|3|3|3303.03|0.03|0.01|N|O|1995-09-27|1995-09-11|1995-10-05|NONE|TRUCK|ccounts cajole. |
+613|158304|8305|4|7|9536.10|0.02|0.04|N|O|1995-09-07|1995-08-02|1995-09-16|DELIVER IN PERSON|MAIL|ously blithely final pinto beans. regula|
+614|194109|9148|1|21|25265.10|0.00|0.03|R|F|1993-03-29|1993-01-06|1993-04-16|TAKE BACK RETURN|TRUCK|arefully. slyly express packag|
+614|186897|9416|2|48|95226.72|0.07|0.07|A|F|1993-03-09|1993-01-19|1993-03-19|DELIVER IN PERSON|SHIP|riously special excuses haggle along the|
+614|166963|4512|3|43|87288.28|0.05|0.00|A|F|1993-03-07|1993-02-22|1993-03-18|DELIVER IN PERSON|SHIP| express accounts wake. slyly ironic ins|
+614|146951|4494|4|14|27971.30|0.04|0.06|A|F|1992-12-03|1993-02-14|1992-12-27|DELIVER IN PERSON|SHIP|ular packages haggle about the pack|
+614|195308|7828|5|30|42099.00|0.08|0.07|R|F|1993-01-16|1993-02-08|1993-02-12|TAKE BACK RETURN|FOB|tructions are f|
+614|136241|1268|6|48|61307.52|0.04|0.08|A|F|1992-12-14|1993-01-22|1993-01-11|NONE|TRUCK| regular platelets cajole quickly eve|
+615|104545|4546|1|36|55783.44|0.10|0.01|A|F|1992-06-01|1992-07-14|1992-06-27|NONE|FOB| packages. carefully final pinto bea|
+640|92997|525|1|49|97509.51|0.09|0.02|R|F|1993-03-27|1993-04-17|1993-04-15|NONE|RAIL|s haggle slyly|
+640|416|2917|2|40|52656.40|0.09|0.05|A|F|1993-05-11|1993-04-11|1993-05-15|COLLECT COD|TRUCK|oach according to the bol|
+640|179475|7027|3|22|34198.34|0.05|0.07|A|F|1993-05-07|1993-04-14|1993-05-21|TAKE BACK RETURN|TRUCK|osits across the slyly regular theodo|
+640|31474|1475|4|45|63246.15|0.07|0.07|R|F|1993-04-15|1993-04-23|1993-04-21|DELIVER IN PERSON|REG AIR|ong the qui|
+641|125192|2729|1|18|21909.42|0.01|0.08|R|F|1993-10-17|1993-10-11|1993-10-29|DELIVER IN PERSON|AIR|p blithely bold packages. quick|
+641|99477|1987|2|1|1476.47|0.09|0.02|R|F|1993-12-03|1993-10-28|1993-12-26|TAKE BACK RETURN|RAIL| nag across the regular foxes.|
+641|94311|6821|3|40|52212.40|0.05|0.06|R|F|1993-11-22|1993-10-20|1993-12-11|DELIVER IN PERSON|REG AIR|lets. furiously regular requests cajo|
+641|70043|5058|4|25|25326.00|0.03|0.02|A|F|1993-12-04|1993-11-18|1993-12-18|TAKE BACK RETURN|FOB|d, regular d|
+641|3794|8795|5|41|69609.39|0.07|0.04|R|F|1993-11-29|1993-10-27|1993-12-04|TAKE BACK RETURN|FOB| asymptotes are quickly. bol|
+642|53624|3625|1|26|41018.12|0.10|0.03|A|F|1994-04-16|1994-02-01|1994-04-27|COLLECT COD|REG AIR|quests according to the unu|
+643|12260|9764|1|28|32823.28|0.00|0.08|A|F|1995-04-13|1995-05-12|1995-04-14|TAKE BACK RETURN|TRUCK|ly regular requests nag sly|
+643|50168|169|2|48|53671.68|0.01|0.02|N|O|1995-07-10|1995-06-07|1995-08-01|NONE|FOB|ly ironic accounts|
+643|162447|4964|3|23|34717.12|0.05|0.03|N|O|1995-07-09|1995-05-18|1995-07-31|COLLECT COD|RAIL|sits are carefully according to the e|
+643|44743|2256|4|39|65821.86|0.08|0.04|A|F|1995-06-08|1995-06-16|1995-06-13|COLLECT COD|RAIL| the pains. carefully s|
+643|189459|4496|5|47|72777.15|0.10|0.03|R|F|1995-04-05|1995-06-14|1995-04-26|DELIVER IN PERSON|RAIL|y against |
+644|133143|5657|1|46|54102.44|0.02|0.01|A|F|1992-05-20|1992-06-14|1992-06-14|DELIVER IN PERSON|RAIL| special requests was sometimes expre|
+644|129821|7358|2|11|20359.02|0.05|0.02|A|F|1992-08-20|1992-07-21|1992-09-11|TAKE BACK RETURN|TRUCK|ealthy pinto beans use carefu|
+644|100047|5068|3|44|46069.76|0.04|0.04|R|F|1992-08-17|1992-07-26|1992-08-20|COLLECT COD|REG AIR|iously ironic pinto beans. bold packa|
+644|79744|7266|4|7|12066.18|0.01|0.02|A|F|1992-05-18|1992-07-01|1992-06-07|COLLECT COD|RAIL| regular requests are blithely. slyly|
+644|49295|9296|5|23|28618.67|0.02|0.04|R|F|1992-07-31|1992-07-28|1992-08-13|DELIVER IN PERSON|TRUCK|uctions nag quickly alongside of t|
+644|84932|2457|6|33|63258.69|0.00|0.07|R|F|1992-08-26|1992-07-27|1992-08-28|NONE|AIR|ages sleep. bold, bo|
+644|50239|2745|7|38|45190.74|0.08|0.06|R|F|1992-05-17|1992-07-10|1992-06-06|TAKE BACK RETURN|MAIL| packages. blithely slow accounts nag quic|
+645|159694|2210|1|33|57871.77|0.01|0.02|A|F|1994-12-09|1995-02-21|1995-01-03|NONE|TRUCK|heodolites b|
+645|169422|9423|2|47|70096.74|0.07|0.05|R|F|1995-02-16|1995-02-15|1995-02-25|COLLECT COD|TRUCK|hely regular instructions alon|
+645|69227|4240|3|46|55026.12|0.10|0.01|A|F|1995-01-04|1995-02-21|1995-01-21|COLLECT COD|REG AIR| regular dependencies across the speci|
+645|95402|421|4|49|68472.60|0.05|0.03|R|F|1995-01-24|1995-01-06|1995-02-17|NONE|TRUCK|y. slyly iron|
+645|4703|7204|5|43|69131.10|0.06|0.02|A|F|1995-02-12|1995-02-27|1995-03-06|TAKE BACK RETURN|REG AIR| furiously accounts. slyly|
+645|33631|8638|6|18|28163.34|0.10|0.08|A|F|1995-03-02|1995-02-08|1995-03-03|COLLECT COD|RAIL|ep. slyly even |
+645|27031|7032|7|9|8622.27|0.03|0.03|A|F|1994-12-25|1995-01-04|1995-01-15|COLLECT COD|REG AIR|special deposits. regular, final th|
+646|108975|6506|1|31|61503.07|0.00|0.05|R|F|1994-12-17|1995-02-16|1995-01-04|COLLECT COD|MAIL|ag furiousl|
+646|126723|6724|2|1|1749.72|0.07|0.01|A|F|1994-12-05|1995-01-07|1994-12-31|TAKE BACK RETURN|MAIL|t blithely regular deposits. quic|
+646|29744|4749|3|24|40169.76|0.06|0.02|A|F|1995-02-20|1994-12-30|1995-03-16|TAKE BACK RETURN|TRUCK|regular accounts haggle dog|
+646|98738|3757|4|34|59048.82|0.01|0.00|R|F|1994-12-28|1994-12-27|1994-12-31|COLLECT COD|SHIP|slow accounts. fluffily idle instructions|
+646|89173|4190|5|17|19756.89|0.04|0.01|A|F|1994-12-31|1994-12-26|1995-01-01|DELIVER IN PERSON|REG AIR|inal packages haggle carefully |
+646|114481|9504|6|40|59819.20|0.10|0.01|R|F|1995-01-01|1995-01-13|1995-01-11|COLLECT COD|TRUCK|ronic packages sleep across th|
+647|16310|8812|1|41|50278.71|0.08|0.08|N|O|1997-11-19|1997-09-24|1997-12-15|COLLECT COD|REG AIR|r instructions. quickly unusu|
+647|112177|7200|2|5|5945.85|0.10|0.00|N|O|1997-09-25|1997-09-22|1997-10-25|TAKE BACK RETURN|AIR|ly express packages haggle caref|
+647|152882|7913|3|15|29023.20|0.08|0.00|N|O|1997-09-23|1997-10-09|1997-10-21|NONE|MAIL|ve the even, bold foxes sleep |
+672|172190|2191|1|41|51749.79|0.06|0.06|R|F|1994-06-20|1994-07-03|1994-06-22|COLLECT COD|REG AIR| dependencies in|
+672|189656|9657|2|9|15710.85|0.03|0.04|R|F|1994-06-25|1994-06-06|1994-07-19|TAKE BACK RETURN|TRUCK|haggle carefully carefully reg|
+672|142390|9933|3|35|50133.65|0.02|0.01|R|F|1994-07-13|1994-06-04|1994-07-14|COLLECT COD|RAIL| dependencies haggle quickly. theo|
+673|70495|5510|1|22|32240.78|0.03|0.02|R|F|1994-03-15|1994-04-27|1994-03-29|TAKE BACK RETURN|TRUCK| the regular, even requests. carefully fin|
+674|101366|3877|1|23|31449.28|0.06|0.07|A|F|1992-10-25|1992-10-15|1992-11-03|COLLECT COD|SHIP|ve the quickly even deposits. blithe|
+674|58285|3296|2|4|4973.12|0.02|0.07|R|F|1992-10-05|1992-11-22|1992-10-22|NONE|RAIL|ly express pinto beans sleep car|
+675|156455|4001|1|1|1511.45|0.04|0.08|N|O|1997-11-27|1997-09-30|1997-12-12|DELIVER IN PERSON|REG AIR|ide of the slyly regular packages. unus|
+675|136633|4173|2|35|58437.05|0.08|0.07|N|O|1997-08-19|1997-10-16|1997-09-17|DELIVER IN PERSON|REG AIR|s. furiously expre|
+675|175802|8320|3|34|63845.20|0.10|0.04|N|O|1997-11-17|1997-10-07|1997-11-27|NONE|FOB|y final accounts unwind around the |
+675|99269|6797|4|15|19023.90|0.09|0.05|N|O|1997-10-18|1997-09-28|1997-11-13|COLLECT COD|TRUCK|posits after the furio|
+675|4669|7170|5|46|72388.36|0.09|0.05|N|O|1997-09-18|1997-10-14|1997-10-01|DELIVER IN PERSON|AIR| deposits along the express foxes |
+676|50972|8488|1|9|17306.73|0.09|0.02|N|O|1997-04-03|1997-02-02|1997-04-08|COLLECT COD|REG AIR|aintain sl|
+676|77668|5190|2|20|32913.20|0.07|0.07|N|O|1997-02-02|1997-02-01|1997-02-11|NONE|REG AIR|riously around the blithely |
+676|162330|2331|3|35|48731.55|0.05|0.01|N|O|1996-12-30|1997-01-13|1997-01-19|DELIVER IN PERSON|RAIL|into beans. blithe|
+676|72825|347|4|24|43147.68|0.01|0.06|N|O|1997-02-05|1997-01-16|1997-03-07|TAKE BACK RETURN|TRUCK|ress, regular dep|
+676|165127|2676|5|31|36955.72|0.01|0.06|N|O|1997-02-06|1997-02-28|1997-03-08|COLLECT COD|TRUCK|ial deposits cajo|
+676|75930|5931|6|33|62895.69|0.09|0.05|N|O|1997-03-02|1997-02-22|1997-03-19|TAKE BACK RETURN|TRUCK|as wake slyly furiously close pinto b|
+676|142123|7152|7|11|12816.32|0.07|0.02|N|O|1997-03-09|1997-03-06|1997-03-31|TAKE BACK RETURN|MAIL|he final acco|
+677|58986|1492|1|32|62239.36|0.04|0.08|R|F|1994-01-06|1994-01-31|1994-02-02|NONE|RAIL|slyly final|
+677|167361|7362|2|39|55706.04|0.00|0.07|R|F|1993-12-19|1994-02-11|1994-01-05|TAKE BACK RETURN|SHIP|ges. furiously regular packages use |
+677|23226|3227|3|46|52864.12|0.01|0.02|R|F|1993-12-02|1994-02-12|1993-12-06|COLLECT COD|RAIL|ng theodolites. furiously unusual theodo|
+677|147638|5181|4|1|1685.63|0.06|0.05|R|F|1993-12-01|1994-01-14|1993-12-26|DELIVER IN PERSON|MAIL|ly. regular |
+677|149613|7156|5|25|41565.25|0.00|0.05|A|F|1994-03-12|1994-02-02|1994-03-28|DELIVER IN PERSON|AIR| packages integrate blithely|
+678|145537|5538|1|20|31650.60|0.05|0.08|R|F|1993-06-21|1993-04-07|1993-07-10|TAKE BACK RETURN|MAIL|furiously express excuses. foxes eat fu|
+678|36553|4063|2|22|32770.10|0.01|0.02|A|F|1993-05-10|1993-04-29|1993-06-08|NONE|REG AIR|de of the carefully even requests. bl|
+678|142489|5004|3|16|24503.68|0.06|0.02|R|F|1993-03-20|1993-04-13|1993-04-16|DELIVER IN PERSON|REG AIR|equests cajole around the carefully regular|
+678|198067|8068|4|48|55922.88|0.08|0.08|R|F|1993-02-28|1993-04-04|1993-03-24|NONE|REG AIR|ithely. slyly express foxes|
+678|97451|7452|5|16|23175.20|0.06|0.04|R|F|1993-03-09|1993-04-18|1993-04-07|NONE|AIR| about the |
+678|42888|2889|6|11|20139.68|0.09|0.00|R|F|1993-04-28|1993-05-16|1993-05-11|COLLECT COD|TRUCK|ess deposits dazzle f|
+679|191759|1760|1|9|16656.75|0.09|0.00|N|O|1995-12-20|1996-01-27|1996-01-07|COLLECT COD|REG AIR|leep slyly. entici|
+704|189981|9982|1|40|82839.20|0.05|0.05|N|O|1997-01-30|1997-01-10|1997-02-20|COLLECT COD|AIR|ggle quickly. r|
+704|3839|3840|2|14|24399.62|0.07|0.08|N|O|1997-02-02|1996-12-26|1997-02-19|DELIVER IN PERSON|REG AIR|ve the quickly final forges. furiously p|
+705|188322|841|1|46|64874.72|0.05|0.06|N|O|1997-04-18|1997-05-06|1997-05-05|DELIVER IN PERSON|SHIP|ss deposits. ironic packa|
+705|116218|3752|2|35|43197.35|0.10|0.04|N|O|1997-03-25|1997-03-20|1997-04-23|TAKE BACK RETURN|FOB|carefully ironic accounts|
+706|196629|9149|1|23|39689.26|0.05|0.00|N|O|1995-12-06|1995-12-02|1995-12-16|COLLECT COD|SHIP|ckey players. requests above the|
+707|154736|4737|1|34|60884.82|0.01|0.02|R|F|1994-12-08|1995-01-15|1995-01-02|NONE|RAIL| dependencies|
+707|42642|5147|2|22|34862.08|0.00|0.06|A|F|1995-01-12|1994-12-28|1995-01-16|DELIVER IN PERSON|REG AIR| kindle ironically|
+708|123805|1342|1|3|5486.40|0.05|0.02|N|O|1998-10-09|1998-09-22|1998-11-07|COLLECT COD|FOB|e slyly pending foxes. |
+708|179124|9125|2|19|22859.28|0.06|0.00|N|O|1998-10-28|1998-09-23|1998-11-25|COLLECT COD|SHIP| requests. even, thin ideas|
+708|121298|8835|3|33|43536.57|0.09|0.06|N|O|1998-09-10|1998-09-20|1998-09-22|COLLECT COD|RAIL|s boost carefully ruthless theodolites. f|
+708|55176|5177|4|5|5655.85|0.07|0.07|N|O|1998-07-22|1998-08-15|1998-07-28|TAKE BACK RETURN|REG AIR|c pinto beans nag after the account|
+708|142490|33|5|36|55169.64|0.08|0.01|N|O|1998-07-16|1998-09-04|1998-08-11|NONE|SHIP|ests. even, regular hockey p|
+708|22352|9859|6|7|8920.45|0.10|0.03|N|O|1998-08-16|1998-08-15|1998-09-10|COLLECT COD|REG AIR|lly express ac|
+709|86203|1220|1|7|8324.40|0.00|0.00|N|O|1998-06-14|1998-06-08|1998-06-18|TAKE BACK RETURN|RAIL| special orbits cajole |
+709|197250|9770|2|15|20208.75|0.08|0.00|N|O|1998-07-10|1998-06-26|1998-08-09|NONE|RAIL|ily regular deposits. sauternes was accor|
+709|168496|1013|3|10|15644.90|0.01|0.02|N|O|1998-06-04|1998-06-30|1998-06-11|NONE|REG AIR|ts cajole boldly |
+709|107229|7230|4|40|49448.80|0.10|0.08|N|O|1998-08-12|1998-06-20|1998-08-20|DELIVER IN PERSON|RAIL|ggle fluffily carefully ironic|
+710|162111|9660|1|47|55136.17|0.06|0.08|A|F|1993-01-18|1993-03-24|1993-01-24|TAKE BACK RETURN|MAIL|usual ideas into th|
+710|192916|2917|2|38|76338.58|0.07|0.02|R|F|1993-04-18|1993-03-12|1993-05-15|COLLECT COD|FOB|sts boost fluffily aft|
+710|138984|6524|3|7|14160.86|0.04|0.06|R|F|1993-01-20|1993-03-28|1993-02-15|TAKE BACK RETURN|REG AIR|xpress, special ideas. bl|
+710|89308|9309|4|25|32432.50|0.00|0.05|R|F|1993-03-31|1993-02-05|1993-04-22|COLLECT COD|FOB|eas detect do|
+710|185454|491|5|12|18473.40|0.01|0.02|A|F|1993-02-18|1993-02-27|1993-03-07|DELIVER IN PERSON|MAIL|ions. slyly express theodolites al|
+710|113665|1199|6|21|35251.86|0.04|0.06|R|F|1993-03-22|1993-03-05|1993-03-27|DELIVER IN PERSON|SHIP|es. furiously p|
+710|159288|6834|7|46|61974.88|0.03|0.07|R|F|1993-04-16|1993-03-27|1993-05-05|COLLECT COD|
<TRUNCATED>
[08/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/tpch/orders.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/tpch/orders.csv b/integration/spark-common-test/src/test/resources/tpch/orders.csv
new file mode 100644
index 0000000..56b3064
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/tpch/orders.csv
@@ -0,0 +1,1000 @@
+1|36901|O|173665.47|1996-01-02|5-LOW|Clerk#000000951|0|nstructions sleep furiously among |
+2|78002|O|46929.18|1996-12-01|1-URGENT|Clerk#000000880|0| foxes. pending accounts at the pending, silent asymptot|
+3|123314|F|193846.25|1993-10-14|5-LOW|Clerk#000000955|0|sly final accounts boost. carefully regular ideas cajole carefully. depos|
+4|136777|O|32151.78|1995-10-11|5-LOW|Clerk#000000124|0|sits. slyly regular warthogs cajole. regular, regular theodolites acro|
+5|44485|F|144659.20|1994-07-30|5-LOW|Clerk#000000925|0|quickly. bold deposits sleep slyly. packages use slyly|
+6|55624|F|58749.59|1992-02-21|4-NOT SPECIFIED|Clerk#000000058|0|ggle. special, final requests are against the furiously specia|
+7|39136|O|252004.18|1996-01-10|2-HIGH|Clerk#000000470|0|ly special requests |
+32|130057|O|208660.75|1995-07-16|2-HIGH|Clerk#000000616|0|ise blithely bold, regular requests. quickly unusual dep|
+33|66958|F|163243.98|1993-10-27|3-MEDIUM|Clerk#000000409|0|uriously. furiously final request|
+34|61001|O|58949.67|1998-07-21|3-MEDIUM|Clerk#000000223|0|ly final packages. fluffily final deposits wake blithely ideas. spe|
+35|127588|O|253724.56|1995-10-23|4-NOT SPECIFIED|Clerk#000000259|0|zzle. carefully enticing deposits nag furio|
+36|115252|O|68289.96|1995-11-03|1-URGENT|Clerk#000000358|0| quick packages are blithely. slyly silent accounts wake qu|
+37|86116|F|206680.66|1992-06-03|3-MEDIUM|Clerk#000000456|0|kly regular pinto beans. carefully unusual waters cajole never|
+38|124828|O|82500.05|1996-08-21|4-NOT SPECIFIED|Clerk#000000604|0|haggle blithely. furiously express ideas haggle blithely furiously regular re|
+39|81763|O|341734.47|1996-09-20|3-MEDIUM|Clerk#000000659|0|ole express, ironic requests: ir|
+64|32113|F|39414.99|1994-07-16|3-MEDIUM|Clerk#000000661|0|wake fluffily. sometimes ironic pinto beans about the dolphin|
+65|16252|P|110643.60|1995-03-18|1-URGENT|Clerk#000000632|0|ular requests are blithely pending orbits-- even requests against the deposit|
+66|129200|F|103740.67|1994-01-20|5-LOW|Clerk#000000743|0|y pending requests integrate|
+67|56614|O|169405.01|1996-12-19|4-NOT SPECIFIED|Clerk#000000547|0|symptotes haggle slyly around the furiously iron|
+68|28547|O|330793.52|1998-04-18|3-MEDIUM|Clerk#000000440|0| pinto beans sleep carefully. blithely ironic deposits haggle furiously acro|
+69|84487|F|197689.49|1994-06-04|4-NOT SPECIFIED|Clerk#000000330|0| depths atop the slyly thin deposits detect among the furiously silent accou|
+70|64340|F|113534.42|1993-12-18|5-LOW|Clerk#000000322|0| carefully ironic request|
+71|3373|O|276992.74|1998-01-24|4-NOT SPECIFIED|Clerk#000000271|0| express deposits along the blithely regul|
+96|107779|F|68989.90|1994-04-17|2-HIGH|Clerk#000000395|0|oost furiously. pinto|
+97|21061|F|110512.84|1993-01-29|3-MEDIUM|Clerk#000000547|0|hang blithely along the regular accounts. furiously even ideas after the|
+98|104480|F|69168.33|1994-09-25|1-URGENT|Clerk#000000448|0|c asymptotes. quickly regular packages should have to nag re|
+99|88910|F|112126.95|1994-03-13|4-NOT SPECIFIED|Clerk#000000973|0|e carefully ironic packages. pending|
+100|147004|O|187782.63|1998-02-28|4-NOT SPECIFIED|Clerk#000000577|0|heodolites detect slyly alongside of the ent|
+101|27998|O|124906.11|1996-03-17|3-MEDIUM|Clerk#000000419|0|ding accounts above the slyly final asymptote|
+102|716|O|164529.10|1997-05-09|2-HIGH|Clerk#000000596|0| slyly according to the asymptotes. carefully final packages integrate furious|
+103|29101|O|126990.79|1996-06-20|4-NOT SPECIFIED|Clerk#000000090|0|ges. carefully unusual instructions haggle quickly regular f|
+128|73957|F|66195.16|1992-06-15|1-URGENT|Clerk#000000385|0|ns integrate fluffily. ironic asymptotes after the regular excuses nag around |
+129|71134|F|261013.14|1992-11-19|5-LOW|Clerk#000000859|0|ing tithes. carefully pending deposits boost about the silently express |
+130|36964|F|189484.12|1992-05-08|2-HIGH|Clerk#000000036|0|le slyly unusual, regular packages? express deposits det|
+131|92749|F|130464.09|1994-06-08|3-MEDIUM|Clerk#000000625|0|after the fluffily special foxes integrate s|
+132|26395|F|144947.21|1993-06-11|3-MEDIUM|Clerk#000000488|0|sits are daringly accounts. carefully regular foxes sleep slyly about the|
+133|44000|O|114663.57|1997-11-29|1-URGENT|Clerk#000000738|0|usly final asymptotes |
+134|6199|F|200354.30|1992-05-01|4-NOT SPECIFIED|Clerk#000000711|0|lar theodolites boos|
+135|60481|O|213713.99|1995-10-21|4-NOT SPECIFIED|Clerk#000000804|0|l platelets use according t|
+160|82495|O|124132.06|1996-12-19|4-NOT SPECIFIED|Clerk#000000342|0|thely special sauternes wake slyly of t|
+161|16619|F|34439.93|1994-08-31|2-HIGH|Clerk#000000322|0|carefully! special instructions sin|
+162|14116|O|2726.45|1995-05-08|3-MEDIUM|Clerk#000000378|0|nts hinder fluffily ironic instructions. express, express excuses |
+163|87760|O|202379.28|1997-09-05|3-MEDIUM|Clerk#000000379|0|y final packages. final foxes since the quickly even|
+164|779|F|301925.76|1992-10-21|5-LOW|Clerk#000000209|0|cajole ironic courts. slyly final ideas are slyly. blithely final Tiresias sub|
+165|27238|F|188023.67|1993-01-30|4-NOT SPECIFIED|Clerk#000000292|0|across the blithely regular accounts. bold|
+166|107812|O|154451.92|1995-09-12|2-HIGH|Clerk#000000440|0|lets. ironic, bold asymptotes kindle|
+167|119402|F|71124.35|1993-01-04|4-NOT SPECIFIED|Clerk#000000731|0|s nag furiously bold excuses. fluffily iron|
+192|82570|O|167668.42|1997-11-25|5-LOW|Clerk#000000483|0|y unusual platelets among the final instructions integrate rut|
+193|79061|F|88699.17|1993-08-08|1-URGENT|Clerk#000000025|0|the furiously final pin|
+194|61724|F|176707.84|1992-04-05|3-MEDIUM|Clerk#000000352|0|egular requests haggle slyly regular, regular pinto beans. asymptote|
+195|135421|F|191542.31|1993-12-28|3-MEDIUM|Clerk#000000216|0|old forges are furiously sheaves. slyly fi|
+196|64825|F|47095.31|1993-03-17|2-HIGH|Clerk#000000988|0|beans boost at the foxes. silent foxes|
+197|32512|P|163700.57|1995-04-07|2-HIGH|Clerk#000000969|0|solve quickly about the even braids. carefully express deposits affix care|
+198|110218|O|176189.31|1998-01-02|4-NOT SPECIFIED|Clerk#000000331|0|its. carefully ironic requests sleep. furiously express fox|
+199|52970|O|112986.49|1996-03-07|2-HIGH|Clerk#000000489|0|g theodolites. special packag|
+224|2476|F|259960.36|1994-06-18|4-NOT SPECIFIED|Clerk#000000642|0|r the quickly thin courts. carefully|
+225|33031|P|220441.09|1995-05-25|1-URGENT|Clerk#000000177|0|s. blithely ironic accounts wake quickly fluffily special acc|
+226|127466|F|313134.62|1993-03-10|2-HIGH|Clerk#000000756|0|s are carefully at the blithely ironic acc|
+227|9883|O|54880.58|1995-11-10|5-LOW|Clerk#000000919|0| express instructions. slyly regul|
+228|44078|F|2749.87|1993-02-25|1-URGENT|Clerk#000000562|0|es was slyly among the regular foxes. blithely regular dependenci|
+229|111728|F|213076.69|1993-12-29|1-URGENT|Clerk#000000628|0|he fluffily even instructions. furiously i|
+230|102535|F|171318.37|1993-10-27|1-URGENT|Clerk#000000520|0|odolites. carefully quick requ|
+231|90818|F|191808.17|1994-09-29|2-HIGH|Clerk#000000446|0| packages haggle slyly after the carefully ironic instruct|
+256|124831|F|130775.45|1993-10-19|4-NOT SPECIFIED|Clerk#000000834|0|he fluffily final ideas might are final accounts. carefully f|
+257|122693|O|8649.81|1998-03-28|3-MEDIUM|Clerk#000000680|0|ts against the sly warhorses cajole slyly accounts|
+258|41861|F|294182.42|1993-12-29|1-URGENT|Clerk#000000167|0|dencies. blithely quick packages cajole. ruthlessly final accounts|
+259|43186|F|123298.34|1993-09-29|4-NOT SPECIFIED|Clerk#000000601|0|ages doubt blithely against the final foxes. carefully express deposits dazzle|
+260|104728|O|272353.52|1996-12-10|3-MEDIUM|Clerk#000000960|0|lently regular pinto beans sleep after the slyly e|
+261|46072|F|319306.86|1993-06-29|3-MEDIUM|Clerk#000000310|0|ully fluffily brave instructions. furiousl|
+262|30352|O|143146.21|1995-11-25|4-NOT SPECIFIED|Clerk#000000551|0|l packages. blithely final pinto beans use carefu|
+263|116069|F|149369.68|1994-05-17|2-HIGH|Clerk#000000088|0| pending instructions. blithely un|
+288|7093|O|266047.60|1997-02-21|1-URGENT|Clerk#000000109|0|uriously final requests. even, final ideas det|
+289|103750|O|211162.52|1997-02-10|3-MEDIUM|Clerk#000000103|0|sily. slyly special excuse|
+290|117952|F|99019.42|1994-01-01|4-NOT SPECIFIED|Clerk#000000735|0|efully dogged deposits. furiou|
+291|141050|F|108550.11|1994-03-13|1-URGENT|Clerk#000000923|0|dolites. carefully regular pinto beans cajol|
+292|22252|F|40637.14|1992-01-13|2-HIGH|Clerk#000000193|0|g pinto beans will have to sleep f|
+293|29929|F|58638.09|1992-10-02|2-HIGH|Clerk#000000629|0|re bold, ironic deposits. platelets c|
+294|50498|F|49457.90|1993-07-16|3-MEDIUM|Clerk#000000499|0|kly according to the frays. final dolphins affix quickly |
+295|18985|F|130843.69|1994-09-29|2-HIGH|Clerk#000000155|0| unusual pinto beans play. regular ideas haggle|
+320|302|O|53743.60|1997-11-21|2-HIGH|Clerk#000000573|0|ar foxes nag blithely|
+321|122591|F|86823.16|1993-03-21|3-MEDIUM|Clerk#000000289|0|equests run. blithely final dependencies after the deposits wake caref|
+322|133546|F|205623.50|1992-03-19|1-URGENT|Clerk#000000158|0|fully across the slyly bold packages. packages against the quickly regular i|
+323|39133|F|119432.07|1994-03-26|1-URGENT|Clerk#000000959|0|arefully pending foxes sleep blithely. slyly express accoun|
+324|105155|F|38451.38|1992-03-20|1-URGENT|Clerk#000000352|0| about the ironic, regular deposits run blithely against the excuses|
+325|40024|F|125113.94|1993-10-17|5-LOW|Clerk#000000844|0|ly sometimes pending pa|
+326|75986|O|327413.14|1995-06-04|2-HIGH|Clerk#000000466|0| requests. furiously ironic asymptotes mold carefully alongside of the blit|
+327|144598|P|38488.56|1995-04-17|5-LOW|Clerk#000000992|0|ng the slyly final courts. slyly even escapades eat |
+352|106456|F|28648.47|1994-03-08|2-HIGH|Clerk#000000932|0|ke slyly bold pinto beans. blithely regular accounts against the spe|
+353|1777|F|249710.43|1993-12-31|5-LOW|Clerk#000000449|0| quiet ideas sleep. even instructions cajole slyly. silently spe|
+354|138268|O|217160.72|1996-03-14|2-HIGH|Clerk#000000511|0|ly regular ideas wake across the slyly silent ideas. final deposits eat b|
+355|70007|F|99516.75|1994-06-14|5-LOW|Clerk#000000532|0|s. sometimes regular requests cajole. regular, pending accounts a|
+356|146809|F|209439.04|1994-06-30|4-NOT SPECIFIED|Clerk#000000944|0|as wake along the bold accounts. even, |
+357|60395|O|157411.61|1996-10-09|2-HIGH|Clerk#000000301|0|e blithely about the express, final accounts. quickl|
+358|2290|F|354132.39|1993-09-20|2-HIGH|Clerk#000000392|0|l, silent instructions are slyly. silently even de|
+359|77600|F|239998.53|1994-12-19|3-MEDIUM|Clerk#000000934|0|n dolphins. special courts above the carefully ironic requests use|
+384|113009|F|166753.71|1992-03-03|5-LOW|Clerk#000000206|0|, even accounts use furiously packages. slyly ironic pla|
+385|32947|O|54948.26|1996-03-22|5-LOW|Clerk#000000600|0|hless accounts unwind bold pain|
+386|60110|F|110216.57|1995-01-25|2-HIGH|Clerk#000000648|0| haggle quickly. stealthily bold asymptotes haggle among the furiously even re|
+387|3296|O|204546.39|1997-01-26|4-NOT SPECIFIED|Clerk#000000768|0| are carefully among the quickly even deposits. furiously silent req|
+388|44668|F|198800.71|1992-12-16|4-NOT SPECIFIED|Clerk#000000356|0|ar foxes above the furiously ironic deposits nag slyly final reque|
+389|126973|F|2519.40|1994-02-17|2-HIGH|Clerk#000000062|0|ing to the regular asymptotes. final, pending foxes about the blithely sil|
+390|102563|O|269761.09|1998-04-07|5-LOW|Clerk#000000404|0|xpress asymptotes use among the regular, final pinto b|
+391|110278|F|20890.17|1994-11-17|2-HIGH|Clerk#000000256|0|orges thrash fluffil|
+416|40130|F|105675.20|1993-09-27|5-LOW|Clerk#000000294|0| the accounts. fluffily bold depo|
+417|54583|F|125155.22|1994-02-06|3-MEDIUM|Clerk#000000468|0|ironic, even packages. thinly unusual accounts sleep along the slyly unusual |
+418|94834|P|53328.48|1995-04-13|4-NOT SPECIFIED|Clerk#000000643|0|. furiously ironic instruc|
+419|116261|O|165454.42|1996-10-01|3-MEDIUM|Clerk#000000376|0|osits. blithely pending theodolites boost carefully|
+420|90145|O|343254.06|1995-10-31|4-NOT SPECIFIED|Clerk#000000756|0|leep carefully final excuses. fluffily pending requests unwind carefully above|
+421|39149|F|1156.67|1992-02-22|5-LOW|Clerk#000000405|0|egular, even packages according to the final, un|
+422|73075|O|188124.81|1997-05-31|4-NOT SPECIFIED|Clerk#000000049|0|aggle carefully across the accounts. regular accounts eat fluffi|
+423|103396|O|50240.88|1996-06-01|1-URGENT|Clerk#000000674|0|quests. deposits cajole quickly. furiously bold accounts haggle q|
+448|149641|O|165954.35|1995-08-21|3-MEDIUM|Clerk#000000597|0| regular, express foxes use blithely. quic|
+449|95767|O|71120.82|1995-07-20|2-HIGH|Clerk#000000841|0|. furiously regular theodolites affix blithely |
+450|47380|P|228518.02|1995-03-05|4-NOT SPECIFIED|Clerk#000000293|0|d theodolites. boldly bold foxes since the pack|
+451|98758|O|141490.92|1998-05-25|5-LOW|Clerk#000000048|0|nic pinto beans. theodolites poach carefully; |
+452|59560|O|3270.20|1997-10-14|1-URGENT|Clerk#000000498|0|t, unusual instructions above the blithely bold pint|
+453|44030|O|329149.33|1997-05-26|5-LOW|Clerk#000000504|0|ss foxes. furiously regular ideas sleep according to t|
+454|48776|O|36743.83|1995-12-27|5-LOW|Clerk#000000890|0|dolites sleep carefully blithely regular deposits. quickly regul|
+455|12098|O|183606.42|1996-12-04|1-URGENT|Clerk#000000796|0| about the final platelets. dependen|
+480|71383|F|23699.64|1993-05-08|5-LOW|Clerk#000000004|0|ealthy pinto beans. fluffily regular requests along the special sheaves wake |
+481|30352|F|201254.08|1992-10-08|2-HIGH|Clerk#000000230|0|ly final ideas. packages haggle fluffily|
+482|125059|O|182312.78|1996-03-26|1-URGENT|Clerk#000000295|0|ts. deposits wake: final acco|
+483|34820|O|70146.28|1995-07-11|2-HIGH|Clerk#000000025|0|cross the carefully final e|
+484|54244|O|327889.57|1997-01-03|3-MEDIUM|Clerk#000000545|0|grouches use. furiously bold accounts maintain. bold, regular deposits|
+485|100561|O|192867.30|1997-03-26|2-HIGH|Clerk#000000105|0| regular ideas nag thinly furiously s|
+486|50861|O|284644.07|1996-03-11|4-NOT SPECIFIED|Clerk#000000803|0|riously dolphins. fluffily ironic requ|
+487|107825|F|90657.45|1992-08-18|1-URGENT|Clerk#000000086|0|ithely unusual courts eat accordi|
+512|63022|P|194834.40|1995-05-20|5-LOW|Clerk#000000814|0|ding requests. carefully express theodolites was quickly. furious|
+513|60569|O|105559.70|1995-05-01|2-HIGH|Clerk#000000522|0|regular packages. pinto beans cajole carefully against the even|
+514|74872|O|154735.68|1996-04-04|2-HIGH|Clerk#000000094|0| cajole furiously. slyly final excuses cajole. slyly special instructions |
+515|141829|F|244660.33|1993-08-29|4-NOT SPECIFIED|Clerk#000000700|0|eposits are furiously furiously silent pinto beans. pending pack|
+516|43903|O|21920.56|1998-04-21|2-HIGH|Clerk#000000305|0|lar, unusual platelets are carefully. even courts sleep bold, final pinto bea|
+517|9220|O|121396.01|1997-04-07|5-LOW|Clerk#000000359|0|slyly pending deposits cajole quickly packages. furiou|
+518|144382|O|355180.76|1998-02-08|2-HIGH|Clerk#000000768|0| the carefully bold accounts. quickly regular excuses are|
+519|62953|O|161219.18|1997-10-31|1-URGENT|Clerk#000000985|0|ains doze furiously against the f|
+544|93385|F|69323.15|1993-02-17|2-HIGH|Clerk#000000145|0|the special, final accounts. dogged dolphins|
+545|63143|O|28984.07|1995-11-07|2-HIGH|Clerk#000000537|0|as. blithely final hockey players about th|
+546|143224|O|23566.29|1996-11-01|2-HIGH|Clerk#000000041|0|osits sleep. slyly special dolphins about the q|
+547|98209|O|149446.88|1996-06-22|3-MEDIUM|Clerk#000000976|0|ing accounts eat. carefully regular packa|
+548|123823|F|165456.46|1994-09-21|1-URGENT|Clerk#000000435|0|arefully express instru|
+549|109921|F|196410.67|1992-07-13|1-URGENT|Clerk#000000196|0|ideas alongside of |
+550|23524|O|42415.31|1995-08-02|1-URGENT|Clerk#000000204|0|t requests. blithely |
+551|89608|O|71032.36|1995-05-30|1-URGENT|Clerk#000000179|0|xpress accounts boost quic|
+576|29518|O|26276.64|1997-05-13|3-MEDIUM|Clerk#000000955|0|l requests affix regular requests. final account|
+577|55126|F|58874.63|1994-12-19|5-LOW|Clerk#000000154|0| deposits engage stealthil|
+578|92582|O|93874.88|1997-01-10|5-LOW|Clerk#000000281|0|e blithely even packages. slyly pending platelets bes|
+579|67057|O|161591.06|1998-03-11|2-HIGH|Clerk#000000862|0| regular instructions. blithely even p|
+580|59221|O|137666.81|1997-07-05|2-HIGH|Clerk#000000314|0|tegrate fluffily regular accou|
+581|68734|O|180542.57|1997-02-23|4-NOT SPECIFIED|Clerk#000000239|0| requests. even requests use slyly. blithely ironic |
+582|49358|O|181843.80|1997-10-21|1-URGENT|Clerk#000000378|0|n pinto beans print a|
+583|47125|O|185521.56|1997-03-19|3-MEDIUM|Clerk#000000792|0|efully express requests. a|
+608|25961|O|85399.20|1996-02-28|3-MEDIUM|Clerk#000000995|0|nic waters wake slyly slyly expre|
+609|125122|F|32712.15|1994-06-01|3-MEDIUM|Clerk#000000348|0|- ironic gifts believe furiously ca|
+610|50665|O|278270.15|1995-08-02|1-URGENT|Clerk#000000610|0|totes. ironic, unusual packag|
+611|105497|F|127852.70|1993-01-27|1-URGENT|Clerk#000000401|0|ounts detect furiously ac|
+612|81430|F|212763.09|1992-10-21|3-MEDIUM|Clerk#000000759|0|boost quickly quickly final excuses. final foxes use bravely afte|
+613|138254|O|38120.35|1995-06-18|2-HIGH|Clerk#000000172|0|ts hinder among the deposits. fluffily ironic depos|
+614|133288|F|337176.45|1992-12-01|2-HIGH|Clerk#000000388|0| deposits! even, daring theodol|
+615|65407|F|50707.14|1992-05-09|5-LOW|Clerk#000000388|0|t to promise asymptotes. packages haggle alongside of the fluffil|
+640|95138|F|238520.33|1993-01-23|2-HIGH|Clerk#000000433|0|r, unusual accounts boost carefully final ideas. slyly silent theod|
+641|132805|F|169757.60|1993-08-30|5-LOW|Clerk#000000175|0|ents cajole furiously about the quickly silent pac|
+642|39907|F|38023.78|1993-12-16|3-MEDIUM|Clerk#000000357|0| among the requests wake slyly alongside of th|
+643|57772|P|254060.24|1995-03-25|2-HIGH|Clerk#000000354|0|g dependencies. regular accounts |
+644|7370|F|272383.85|1992-05-01|1-URGENT|Clerk#000000550|0| blithely unusual platelets haggle ironic, special excuses. excuses unwi|
+645|114224|F|346179.67|1994-12-03|2-HIGH|Clerk#000000090|0|quickly daring theodolites across the regu|
+646|50417|F|236726.73|1994-11-22|2-HIGH|Clerk#000000203|0|carefully even foxes. fina|
+647|142930|O|82009.52|1997-08-07|1-URGENT|Clerk#000000270|0|egular pearls. carefully express asymptotes are. even account|
+672|108085|F|117034.85|1994-04-14|5-LOW|Clerk#000000106|0|egular requests are furiously according to |
+673|79148|F|31899.02|1994-03-10|1-URGENT|Clerk#000000448|0| special pinto beans use quickly furiously even depende|
+674|33130|F|36846.48|1992-08-29|5-LOW|Clerk#000000448|0|ully special deposits. furiously final warhorses affix carefully. fluffily f|
+675|11704|O|206195.97|1997-07-31|2-HIGH|Clerk#000000168|0|ffily between the careful|
+676|37930|O|251888.78|1996-12-13|2-HIGH|Clerk#000000248|0|the final deposits. special, pending|
+677|123877|F|222824.61|1993-11-24|3-MEDIUM|Clerk#000000824|0|uriously special pinto beans cajole carefully. fi|
+678|130645|F|185606.97|1993-02-27|5-LOW|Clerk#000000530|0|. blithely final somas about the|
+679|48494|O|15157.64|1995-12-15|2-HIGH|Clerk#000000853|0|tealthy, final pinto beans haggle slyly. pending platelets about the special, |
+704|84352|O|107139.07|1996-11-21|3-MEDIUM|Clerk#000000682|0|blithely pending platelets wake alongside of the final, iron|
+705|42706|O|105761.54|1997-02-13|4-NOT SPECIFIED|Clerk#000000294|0|ithely regular dependencies. express, even packages sleep slyly pending t|
+706|147367|O|37704.79|1995-09-09|1-URGENT|Clerk#000000448|0|g the packages. deposits caj|
+707|116150|F|98435.28|1994-11-20|3-MEDIUM|Clerk#000000199|0| ideas about the silent, bold deposits nag dolphins|
+708|31534|O|133960.40|1998-07-03|3-MEDIUM|Clerk#000000101|0|lphins cajole about t|
+709|36029|O|90778.89|1998-04-21|1-URGENT|Clerk#000000461|0|ons alongside of the carefully bold pinto bea|
+710|131137|F|295703.61|1993-01-02|5-LOW|Clerk#000000026|0| regular, regular requests boost. fluffily re|
+711|63673|F|124433.21|1993-09-23|4-NOT SPECIFIED|Clerk#000000856|0|its. fluffily regular gifts are furi|
+736|46354|O|176984.57|1998-06-21|5-LOW|Clerk#000000881|0|refully of the final pi|
+737|119666|F|22759.44|1992-04-26|5-LOW|Clerk#000000233|0|ake blithely express, ironic theodolites. blithely special accounts wa|
+738|20752|F|172540.42|1993-03-02|4-NOT SPECIFIED|Clerk#000000669|0|ly even foxes. furiously regular accounts cajole ca|
+739|307|O|243259.37|1998-05-31|5-LOW|Clerk#000000900|0| against the slyly ironic packages nag slyly ironic|
+740|43417|O|96016.31|1995-07-16|3-MEDIUM|Clerk#000000583|0|courts haggle furiously across the final, regul|
+741|104491|O|66343.80|1998-07-07|2-HIGH|Clerk#000000295|0|ic instructions. slyly express instructions solv|
+742|102838|F|305886.71|1994-12-23|5-LOW|Clerk#000000543|0|equests? slyly ironic dolphins boost carefully above the blithely|
+743|78322|O|33545.04|1996-10-04|4-NOT SPECIFIED|Clerk#000000933|0|eans. furiously ironic deposits sleep carefully carefully qui|
+768|97054|O|350817.47|1996-08-20|3-MEDIUM|Clerk#000000411|0|jole slyly ironic packages. slyly even idea|
+769|79987|F|45812.47|1993-06-02|3-MEDIUM|Clerk#000000172|0|ggle furiously. ironic packages haggle slyly. bold platelets affix s|
+770|31909|O|75639.70|1998-05-23|5-LOW|Clerk#000000572|0|heodolites. furiously special pinto beans cajole pac|
+771|44542|O|169115.42|1995-06-17|1-URGENT|Clerk#000000105|0|s. furiously final instructions across the deposit|
+772|96496|F|192141.04|1993-04-17|2-HIGH|Clerk#000000430|0|s boost blithely fluffily idle ideas? fluffily even pin|
+773|131834|F|173949.22|1993-09-26|3-MEDIUM|Clerk#000000307|0|tions are quickly accounts. accounts use bold, even pinto beans. gifts ag|
+774|79582|O|221514.77|1995-12-04|1-URGENT|Clerk#000000883|0|tealthily even depths|
+775|133180|F|76542.35|1995-03-18|1-URGENT|Clerk#000000191|0|kly express requests. fluffily silent accounts poach furiously|
+800|55940|O|127353.10|1998-07-14|2-HIGH|Clerk#000000213|0|y alongside of the pending packages? final platelets nag fluffily carefu|
+801|117790|F|184316.40|1992-02-18|1-URGENT|Clerk#000000186|0|iously from the furiously enticing reques|
+802|136685|F|266057.18|1995-01-05|1-URGENT|Clerk#000000516|0|posits. ironic, pending requests cajole. even theodol|
+803|14365|O|46420.95|1997-04-29|5-LOW|Clerk#000000260|0|ic instructions. even deposits haggle furiously at the deposits-- regular de|
+804|49969|F|137127.01|1993-03-12|3-MEDIUM|Clerk#000000931|0|s. blithely final foxes are about the packag|
+805|126001|O|141519.40|1995-07-05|4-NOT SPECIFIED|Clerk#000000856|0|y according to the fluffily |
+806|130741|O|44387.52|1996-06-20|2-HIGH|Clerk#000000240|0| the ironic packages wake carefully fina|
+807|143524|F|330203.94|1993-11-24|3-MEDIUM|Clerk#000000012|0|refully special tithes. blithely regular accoun|
+832|28921|F|121528.13|1992-04-19|5-LOW|Clerk#000000495|0|xes. bravely regular packages sleep up the furiously bold accou|
+833|55240|F|82735.33|1994-02-13|3-MEDIUM|Clerk#000000437|0|ts haggle quickly across the slyl|
+834|42754|F|60758.34|1994-05-23|3-MEDIUM|Clerk#000000805|0| sleep. quickly even foxes are boldly. slyly express requests use slyly|
+835|64754|O|91841.21|1995-10-08|4-NOT SPECIFIED|Clerk#000000416|0|s about the carefully special foxes haggle quickly about the|
+836|68782|O|119120.78|1996-11-25|4-NOT SPECIFIED|Clerk#000000729|0|ely bold excuses sleep regular ideas. furiously unusual ideas wake furiou|
+837|115846|F|91495.19|1994-06-15|4-NOT SPECIFIED|Clerk#000000563|0|kages sleep slyly above the ironic, final orbits|
+838|16336|O|123076.73|1998-01-29|5-LOW|Clerk#000000213|0| slyly around the slyly even|
+839|27881|O|85422.02|1995-08-08|1-URGENT|Clerk#000000951|0|the carefully even platelets. furiously unusual fo|
+864|137729|O|113810.95|1997-08-17|1-URGENT|Clerk#000000036|0|ly after the slyly regular deposits. express, regular asymptotes nag ca|
+865|2537|F|89144.19|1993-05-04|3-MEDIUM|Clerk#000000337|0|. special packages wake after the carefully final accounts. express pinto be|
+866|38299|F|7998.02|1992-11-28|3-MEDIUM|Clerk#000000718|0|ins after the even, even accounts nod blithel|
+867|25130|F|13207.24|1993-11-16|3-MEDIUM|Clerk#000000877|0|pades nag quickly final, |
+868|103501|F|170831.61|1992-06-09|4-NOT SPECIFIED|Clerk#000000782|0|onic theodolites print carefully. blithely dogge|
+869|134617|O|68638.94|1997-01-12|2-HIGH|Clerk#000000245|0|ar sheaves are slowly. slyly even attainments boost theodolites. furiously|
+870|32185|F|48718.44|1993-06-20|4-NOT SPECIFIED|Clerk#000000123|0|blithely ironic ideas nod. sly, r|
+871|14423|O|274343.38|1995-11-15|5-LOW|Clerk#000000882|0|oss the ironic theodolites.|
+896|1646|F|285882.29|1993-03-09|1-URGENT|Clerk#000000187|0|inal packages eat blithely according to the warhorses. furiously quiet de|
+897|48931|P|77590.87|1995-03-20|1-URGENT|Clerk#000000316|0| wake quickly against |
+898|53575|F|130445.64|1993-06-03|2-HIGH|Clerk#000000611|0|. unusual pinto beans haggle quickly across |
+899|108485|O|154199.50|1998-04-08|5-LOW|Clerk#000000575|0|rts engage carefully final theodolites.|
+900|45805|F|176247.47|1994-10-01|4-NOT SPECIFIED|Clerk#000000060|0| fluffily express deposits nag furiousl|
+901|11255|O|118682.69|1998-07-21|4-NOT SPECIFIED|Clerk#000000929|0|lyly even foxes are furious, silent requests. requests about the quickly |
+902|8515|F|61110.53|1994-07-27|4-NOT SPECIFIED|Clerk#000000811|0|yly final requests over the furiously regula|
+903|10876|O|161961.88|1995-07-07|4-NOT SPECIFIED|Clerk#000000793|0|e slyly about the final pl|
+928|65630|F|331325.36|1995-03-02|5-LOW|Clerk#000000450|0|ithely express pinto beans. |
+929|82661|F|151170.57|1992-10-02|2-HIGH|Clerk#000000160|0|its. furiously even foxes affix carefully finally silent accounts. express req|
+930|130952|F|277890.79|1994-12-17|1-URGENT|Clerk#000000004|0| accounts nag slyly. ironic, ironic accounts wake blithel|
+931|102889|F|155527.98|1992-12-07|1-URGENT|Clerk#000000881|0|ss packages haggle furiously express, regular deposits. even, e|
+932|40321|O|72741.24|1997-05-16|2-HIGH|Clerk#000000218|0|ly express instructions boost furiously reg|
+933|95348|F|85813.96|1992-08-05|4-NOT SPECIFIED|Clerk#000000752|0|ial courts wake permanently against the furiously regular ideas. unusual |
+934|51295|O|32426.69|1996-07-03|1-URGENT|Clerk#000000229|0|ts integrate carefully. sly, regular deposits af|
+935|49171|O|124027.79|1997-09-24|5-LOW|Clerk#000000180|0|iously final deposits cajole. blithely even packages |
+960|34624|F|96360.51|1994-09-21|3-MEDIUM|Clerk#000000120|0|regular accounts. requests|
+961|55069|P|263327.51|1995-06-04|4-NOT SPECIFIED|Clerk#000000720|0|ons nag furiously among the quickl|
+962|35273|F|148591.41|1994-05-06|5-LOW|Clerk#000000463|0|ments nag deposits. fluffily ironic a|
+963|25271|F|76423.01|1994-05-26|3-MEDIUM|Clerk#000000497|0|uses haggle carefully. slyly even dependencies after the packages ha|
+964|75179|O|228119.17|1995-05-20|3-MEDIUM|Clerk#000000657|0|print blithely ironic, careful theodolit|
+965|68437|P|46240.32|1995-05-15|5-LOW|Clerk#000000218|0|iously special packages. slyly pending requests are carefully |
+966|13306|O|163834.51|1998-04-30|2-HIGH|Clerk#000000239|0|special deposits. furious|
+967|109789|F|316887.82|1992-06-21|3-MEDIUM|Clerk#000000167|0|excuses engage quickly bold dep|
+992|53777|O|205597.06|1997-11-11|3-MEDIUM|Clerk#000000875|0|ts. regular pinto beans thrash carefully sl|
+993|79138|O|321155.99|1995-09-10|3-MEDIUM|Clerk#000000894|0|quickly express accounts among the furiously bol|
+994|1177|F|59494.18|1994-04-20|5-LOW|Clerk#000000497|0|ole. slyly bold excuses nag caref|
+995|115975|P|184332.36|1995-05-31|3-MEDIUM|Clerk#000000439|0|deas. blithely final deposits play. express accounts wake blithely caref|
+996|70915|O|64921.33|1997-12-29|1-URGENT|Clerk#000000497|0|arefully final packages into the slyly final requests affix blit|
+997|108689|O|41657.30|1997-05-19|2-HIGH|Clerk#000000651|0|ly express depths. furiously final requests haggle furiously. carefu|
+998|31696|F|112590.31|1994-11-26|4-NOT SPECIFIED|Clerk#000000956|0|ronic dolphins. ironic, bold ideas haggle furiously furious|
+999|60163|F|222435.59|1993-09-05|5-LOW|Clerk#000000464|0|pitaphs sleep. regular accounts use. f|
+1024|3478|O|251344.36|1997-12-23|5-LOW|Clerk#000000903|0| blithely. even, express theodolites cajole slyly across|
+1025|102676|F|110501.91|1995-05-05|2-HIGH|Clerk#000000376|0|ross the slyly final pa|
+1026|71086|O|48462.19|1997-06-04|5-LOW|Clerk#000000223|0|s wake blithely. special acco|
+1027|127951|F|184860.25|1992-06-03|3-MEDIUM|Clerk#000000241|0|equests cajole. slyly final pinto bean|
+1028|68435|F|239745.62|1994-01-01|2-HIGH|Clerk#000000131|0|ts are. final, silent deposits are among the fl|
+1029|128678|F|53661.89|1994-06-21|2-HIGH|Clerk#000000700|0|quests sleep. slyly even foxes wake quickly final theodolites. clo|
+1030|133999|F|23060.31|1994-06-15|5-LOW|Clerk#000000422|0|ully ironic accounts sleep carefully. requests are carefully alongside of the |
+1031|3590|F|190992.29|1994-09-01|3-MEDIUM|Clerk#000000448|0|s; ironic theodolites along the carefully ex|
+1056|27494|F|74962.40|1995-02-11|1-URGENT|Clerk#000000125|0|t, even deposits hang about the slyly special i|
+1057|75811|F|147378.84|1992-02-20|1-URGENT|Clerk#000000124|0|cuses dazzle carefully careful, ironic pinto beans. carefully even theod|
+1058|52951|F|115175.84|1993-04-26|3-MEDIUM|Clerk#000000373|0|kly pending courts haggle. blithely regular sheaves integrate carefully fi|
+1059|126715|F|290211.77|1994-02-27|1-URGENT|Clerk#000000104|0|en accounts. carefully bold packages cajole daringly special depende|
+1060|139636|F|171268.87|1993-02-21|3-MEDIUM|Clerk#000000989|0|l platelets sleep quickly slyly special requests. furiously |
+1061|102679|O|202433.83|1998-05-15|5-LOW|Clerk#000000576|0|uests sleep at the packages. fur|
+1062|104914|O|42297.06|1997-01-15|1-URGENT|Clerk#000000152|0|eposits use blithely |
+1063|36887|F|43093.98|1994-04-02|2-HIGH|Clerk#000000024|0|deposits nag quickly regular deposits. quickl|
+1088|146881|F|86154.28|1992-05-21|5-LOW|Clerk#000000347|0|counts are blithely. platelets print. carefully |
+1089|48008|O|141081.30|1996-05-04|4-NOT SPECIFIED|Clerk#000000226|0|ns haggle ruthlessly. even requests are quickly abov|
+1090|17105|O|48809.49|1997-11-15|2-HIGH|Clerk#000000300|0| furiously regular platelets haggle along the slyly unusual foxes! |
+1091|82777|O|44655.97|1996-08-27|1-URGENT|Clerk#000000549|0| even pinto beans haggle quickly alongside of the eve|
+1092|123143|P|130255.61|1995-03-04|3-MEDIUM|Clerk#000000006|0|re quickly along the blithe|
+1093|100664|O|111594.69|1997-07-31|4-NOT SPECIFIED|Clerk#000000159|0| after the carefully ironic requests. carefully ironic packages wake fluffil|
+1094|143735|O|13365.87|1997-12-24|3-MEDIUM|Clerk#000000570|0|beans affix furiously about the pending, even deposits. finally pendi|
+1095|143288|O|261418.78|1995-08-22|3-MEDIUM|Clerk#000000709|0|sly bold requests cajole carefully according to|
+1120|139016|O|147299.61|1997-11-07|3-MEDIUM|Clerk#000000319|0|lly special requests. slyly pending platelets are quickly pending requ|
+1121|28006|O|350404.56|1997-01-13|3-MEDIUM|Clerk#000000541|0|r escapades. deposits above the fluffily bold requests hag|
+1122|119527|O|276067.44|1997-01-10|1-URGENT|Clerk#000000083|0|uffily carefully final theodolites. furiously express packages affix|
+1123|71377|O|151589.33|1996-08-03|3-MEDIUM|Clerk#000000929|0|uriously pending requests. slyly regular instruction|
+1124|79451|O|220504.35|1998-07-30|5-LOW|Clerk#000000326|0|regular pinto beans along the fluffily silent packages|
+1125|24124|F|121277.33|1994-10-27|2-HIGH|Clerk#000000510|0|ithely final requests. i|
+1126|143203|O|71808.49|1998-01-28|4-NOT SPECIFIED|Clerk#000000928|0|d slyly regular ideas: special ideas believe slyly. slyly ironic sheaves w|
+1127|57418|O|172427.38|1995-09-19|4-NOT SPECIFIED|Clerk#000000397|0|usly silent, regular pinto beans. blithely express requests boos|
+1152|48952|F|86796.49|1994-08-14|4-NOT SPECIFIED|Clerk#000000496|0|equests. deposits ab|
+1153|119551|O|313658.75|1996-04-18|5-LOW|Clerk#000000059|0| across the pending deposi|
+1154|35111|F|270074.59|1992-02-15|1-URGENT|Clerk#000000268|0|old asymptotes are special requests. blithely even deposits sleep furiously|
+1155|149660|O|190259.22|1997-10-06|2-HIGH|Clerk#000000164|0|c deposits haggle among the ironic, even requests. carefully ironic sheaves n|
+1156|131657|O|297308.42|1996-10-19|1-URGENT|Clerk#000000200|0| blithely ironic dolphins. furiously pendi|
+1157|96710|O|148961.00|1998-01-14|4-NOT SPECIFIED|Clerk#000000207|0|out the regular excuses boost carefully against the furio|
+1158|141295|O|34242.19|1996-06-30|2-HIGH|Clerk#000000549|0|integrate slyly furiously ironic deposit|
+1159|68326|F|64326.40|1992-09-18|3-MEDIUM|Clerk#000000992|0|ts may sleep. requests according to the|
+1184|88495|O|69512.57|1997-10-26|5-LOW|Clerk#000000777|0|iously even packages haggle fluffily care|
+1185|73447|F|79682.95|1992-08-24|5-LOW|Clerk#000000344|0| even escapades are. package|
+1186|58823|O|135515.15|1996-08-15|4-NOT SPECIFIED|Clerk#000000798|0|ingly regular pinto beans: instructi|
+1187|133642|F|125456.57|1992-11-20|3-MEDIUM|Clerk#000000047|0|s after the furiously final deposits boost slyly under the|
+1188|19709|O|86078.34|1996-04-11|2-HIGH|Clerk#000000256|0|ully ironic deposits. slyl|
+1189|44359|F|122883.08|1994-04-09|1-URGENT|Clerk#000000243|0|f the even accounts. courts print blithely ironic accounts. sile|
+1190|11932|O|55891.86|1997-03-16|5-LOW|Clerk#000000575|0|ccounts above the foxes integrate carefully after the |
+1191|110275|O|37286.20|1995-11-07|3-MEDIUM|Clerk#000000011|0|uests nag furiously. carefully even requests|
+1216|121996|F|92011.72|1992-12-07|5-LOW|Clerk#000000918|0|nal foxes around the e|
+1217|6329|F|47260.47|1992-04-26|4-NOT SPECIFIED|Clerk#000000538|0| foxes nag quickly. ironic excuses nod. blithely pending|
+1218|8240|F|154082.80|1994-06-20|4-NOT SPECIFIED|Clerk#000000994|0|s cajole. special, silent deposits about the theo|
+1219|27010|O|17690.25|1995-10-05|3-MEDIUM|Clerk#000000800|0|od carefully. slyly final dependencies across the even fray|
+1220|48490|O|202449.30|1996-08-29|1-URGENT|Clerk#000000712|0|inal theodolites wake. fluffily ironic asymptotes cajol|
+1221|13318|F|164228.07|1992-04-19|4-NOT SPECIFIED|Clerk#000000852|0| detect against the silent, even deposits. carefully ironic|
+1222|9703|F|72907.53|1993-02-05|3-MEDIUM|Clerk#000000811|0|theodolites use quickly even accounts. carefully final asympto|
+1223|9001|O|38985.09|1996-05-25|4-NOT SPECIFIED|Clerk#000000238|0|posits was blithely fr|
+1248|47026|F|262081.09|1992-01-02|1-URGENT|Clerk#000000890|0|t the carefully regular dugouts. s|
+1249|149620|F|53358.24|1994-01-05|1-URGENT|Clerk#000000095|0|al ideas sleep above the pending pin|
+1250|35818|F|13394.58|1992-09-29|4-NOT SPECIFIED|Clerk#000000652|0|ts after the fluffily pending instructions use slyly about the s|
+1251|37735|O|185379.58|1997-10-30|1-URGENT|Clerk#000000276|0|, brave sauternes. deposits boost fluffily.|
+1252|149900|O|148226.45|1997-08-04|5-LOW|Clerk#000000348|0|ng the slyly regular excuses. special courts nag furiously blithely e|
+1253|114421|F|158706.12|1993-01-26|1-URGENT|Clerk#000000775|0| requests sleep furiously even foxes. ruthless packag|
+1254|69800|O|133418.92|1995-12-22|1-URGENT|Clerk#000000607|0| pinto beans. carefully regular request|
+1255|121670|F|104278.55|1994-05-30|4-NOT SPECIFIED|Clerk#000000798|0|ct slyly regular accounts. quick|
+1280|95518|F|147112.51|1993-01-11|5-LOW|Clerk#000000160|0|posits thrash quickly after the theodolites. furiously iro|
+1281|61099|F|247632.44|1994-12-11|1-URGENT|Clerk#000000430|0|counts. carefully pending accounts eat |
+1282|115915|F|85655.22|1992-02-29|4-NOT SPECIFIED|Clerk#000000168|0|he quickly special packages. furiously final re|
+1283|116326|O|315573.61|1996-08-30|4-NOT SPECIFIED|Clerk#000000260|0| pinto beans boost slyly ac|
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+1285|10342|F|194729.03|1992-06-01|1-URGENT|Clerk#000000423|0|cial deposits cajole after the ironic requests. p|
+1286|108556|F|293396.88|1993-05-14|4-NOT SPECIFIED|Clerk#000000939|0| deposits use carefully from the excuses. slyly bold p|
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+1312|110999|F|109616.14|1994-05-19|3-MEDIUM|Clerk#000000538|0|n, express accounts across the ironic|
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+1314|142327|F|82075.80|1994-05-13|3-MEDIUM|Clerk#000000485|0|ickly blithe packages nod ideas. furiously bold braids boost around the car|
+1315|21430|O|185692.25|1998-03-22|5-LOW|Clerk#000000840|0|final theodolites alongside of the carefu|
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+1344|16990|F|67233.49|1992-04-16|5-LOW|Clerk#000000178|0|omise close, silent requests. pending theodolites boost pending |
+1345|94207|F|145703.02|1992-10-28|5-LOW|Clerk#000000447|0| regular tithes. quickly fluffy de|
+1346|74749|F|212488.52|1992-06-18|2-HIGH|Clerk#000000374|0|ges sleep quickly-- even pint|
+1347|40270|O|226083.68|1997-06-20|5-LOW|Clerk#000000977|0|he furiously even foxes use carefully express req|
+1348|17345|O|143342.43|1998-04-18|5-LOW|Clerk#000000206|0|tly. quickly even deposi|
+1349|63691|O|77455.85|1997-10-26|1-URGENT|Clerk#000000543|0|yly! blithely special theodolites cajole. unusual, reg|
+1350|50701|F|82352.77|1993-08-24|1-URGENT|Clerk#000000635|0|iously about the blithely special a|
+1351|105941|O|30164.33|1998-04-20|1-URGENT|Clerk#000000012|0| cajole. regular, special re|
+1376|46036|O|35815.36|1997-05-04|4-NOT SPECIFIED|Clerk#000000730|0|der furiously final, final frets. carefull|
+1377|19717|O|141575.94|1998-04-24|4-NOT SPECIFIED|Clerk#000000625|0|lly across the blithely express accounts. ironic excuses promise carefully de|
+1378|19532|O|159202.17|1996-03-09|4-NOT SPECIFIED|Clerk#000000705|0| furiously even tithes cajole slyly among the quick|
+1379|64160|O|109341.27|1998-05-25|5-LOW|Clerk#000000861|0|y deposits are caref|
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+1408|53897|O|284152.85|1997-12-26|4-NOT SPECIFIED|Clerk#000000942|0|t the quickly final asymptotes. unusual|
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+1411|94411|F|238723.96|1994-12-21|2-HIGH|Clerk#000000566|0|s. furiously special excuses across the pending pinto beans haggle sp|
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+1440|97780|O|85519.29|1995-08-10|5-LOW|Clerk#000000956|0| pending requests. closely s|
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+1478|49784|O|35252.04|1997-08-03|2-HIGH|Clerk#000000827|0|lessly. carefully express|
+1479|14575|O|55998.69|1995-12-16|4-NOT SPECIFIED|Clerk#000000697|0|he furiously even foxes. thinly bold deposits|
+1504|1762|F|121508.90|1992-08-28|3-MEDIUM|Clerk#000000381|0|, brave deposits. bold de|
+1505|35128|F|94940.81|1992-08-21|2-HIGH|Clerk#000000544|0|s. slyly ironic packages cajole. carefully regular packages haggle |
+1506|146018|F|301881.77|1992-09-21|3-MEDIUM|Clerk#000000620|0| dependencies. accounts affix blithely slowly unusual deposits. slyly regular |
+1507|120466|F|161377.33|1993-10-14|3-MEDIUM|Clerk#000000305|0|stealthy, ironic de|
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+1510|52198|O|236397.82|1996-09-17|5-LOW|Clerk#000000128|0|ld carefully. furiously final asymptotes haggle furiously|
+1511|78421|O|86846.78|1996-12-22|4-NOT SPECIFIED|Clerk#000000386|0|ts above the depend|
+1536|93112|O|8588.61|1997-01-26|3-MEDIUM|Clerk#000000117|0|ges are! furiously final deposits cajole iron|
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+1538|28924|O|280484.51|1995-06-18|4-NOT SPECIFIED|Clerk#000000258|0| instructions. regular theod|
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+1540|14125|F|206638.05|1992-08-05|2-HIGH|Clerk#000000927|0|r ideas hinder blithe|
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+1542|142649|F|234541.48|1993-09-15|3-MEDIUM|Clerk#000000435|0|t the furiously close deposits do was f|
+1543|50275|O|211397.93|1997-02-20|1-URGENT|Clerk#000000398|0|unts. furiously pend|
+1568|16678|O|130479.00|1997-01-30|4-NOT SPECIFIED|Clerk#000000554|0|d notornis. carefully |
+1569|103582|O|141162.96|1998-04-02|5-LOW|Clerk#000000786|0|orbits. fluffily even decoys serve blithely. furiously furious realms nag acro|
+1570|122278|O|52434.21|1998-03-16|1-URGENT|Clerk#000000745|0|pinto beans haggle furiousl|
+1571|102628|F|202138.38|1992-12-05|2-HIGH|Clerk#000000565|0|ously furiously bold warthogs. slyly ironic instructions are quickly a|
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+1575|144616|O|298953.62|1995-09-13|3-MEDIUM|Clerk#000000497|0|. furiously regular dep|
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+1606|52916|O|157377.77|1997-04-17|4-NOT SPECIFIED|Clerk#000000550|0|r requests. quickly even platelets breach before the ironically|
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+1634|68857|O|217318.90|1996-09-10|1-URGENT|Clerk#000000360|0|arefully blithely ironic requests. slyly unusual instructions alongside|
+1635|3727|O|88281.27|1997-02-13|3-MEDIUM|Clerk#000000958|0|s. slyly ironic requests affix slyly |
+1636|78634|O|284967.18|1997-06-17|3-MEDIUM|Clerk#000000457|0|ding requests. slyly ironic courts wake quickl|
+1637|72703|F|296568.42|1995-02-08|4-NOT SPECIFIED|Clerk#000000189|0| final accounts. blithely silent ideas cajole bravely. carefully express |
+1638|138863|O|303176.64|1997-08-13|2-HIGH|Clerk#000000643|0|he fluffily regular asymp|
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+1664|63934|O|227292.67|1996-03-03|1-URGENT|Clerk#000000090|0|y quickly even asymptotes. furiously regular packages haggle quickly fin|
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+1668|141415|O|236370.74|1997-07-12|4-NOT SPECIFIED|Clerk#000000148|0|eodolites. carefully dogged dolphins haggle q|
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+1670|24412|O|120967.89|1997-05-24|2-HIGH|Clerk#000000320|0|unusual dependencies. furiously special platelets main|
+1671|34246|O|148836.91|1996-07-27|4-NOT SPECIFIED|Clerk#000000275|0|ly. slyly pending requests was above the |
+1696|3424|O|160855.63|1998-01-08|4-NOT SPECIFIED|Clerk#000000041|0|bravely bold accounts above the quickly bold|
+1697|75703|O|173335.61|1996-10-07|1-URGENT|Clerk#000000815|0|o x-ray blithely. pl|
+1698|39499|O|222923.71|1997-04-23|2-HIGH|Clerk#000000432|0|slyly. carefully express deposit|
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+1702|65312|P|277549.66|1995-05-07|2-HIGH|Clerk#000000300|0|around the carefully final deposits cajole carefully according to the b|
+1703|133396|F|160080.39|1993-01-28|3-MEDIUM|Clerk#000000463|0| pinto beans poach. bold courts boost. regular, express deposits at|
+1728|62983|O|156964.07|1996-05-22|2-HIGH|Clerk#000000711|0|beans. slyly regular instructions sleep! slyly final packages|
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+1732|145841|F|285193.99|1993-11-29|5-LOW|Clerk#000000903|0|inal requests integrate dolph|
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+1762|76610|F|311995.07|1994-08-20|4-NOT SPECIFIED|Clerk#000000653|0|ly ironic packages. furi|
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+1767|24511|P|228388.42|1995-03-14|2-HIGH|Clerk#000000327|0|eposits use carefully carefully regular platelets. quickly regular packages al|
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+1826|81313|F|179414.64|1992-04-16|4-NOT SPECIFIED|Clerk#000000718|0|the even asymptotes dazzle fluffily slyly regular asymptotes. final, unu|
+1827|105067|O|321005.97|1996-06-22|4-NOT SPECIFIED|Clerk#000000369|0|luffily even requests haggle sly|
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+1856|104323|F|326087.55|1992-03-20|4-NOT SPECIFIED|Clerk#000000952|0|. special pinto beans run acr|
+1857|131999|F|160202.01|1993-01-13|2-HIGH|Clerk#000000083|0|hely final ideas slee|
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+1862|32411|O|161079.07|1998-02-24|5-LOW|Clerk#000000348|0|ts snooze ironically abou|
+1863|73084|F|165092.37|1993-09-23|4-NOT SPECIFIED|Clerk#000000658|0|old sentiments. careful, |
+1888|119095|F|337294.96|1993-10-31|4-NOT SPECIFIED|Clerk#000000659|0|olites. pinto beans cajole. regular deposits affix. slyly regular|
+1889|24268|O|119505.82|1997-03-16|1-URGENT|Clerk#000000854|0|p around the regular notornis. unusual deposits|
+1890|9430|O|279232.56|1996-12-18|4-NOT SPECIFIED|Clerk#000000627|0|romise final, regular deposits. regular fox|
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+1892|23347|F|193320.86|1994-03-26|5-LOW|Clerk#000000733|0|sts. slyly regular dependencies use slyly. ironic, spec|
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+1924|74677|O|258213.13|1996-09-07|4-NOT SPECIFIED|Clerk#000000823|0| of the ironic accounts. instructions near the final instr|
+1925|16696|F|204948.36|1992-03-05|1-URGENT|Clerk#000000986|0|e slyly regular deposits. furiously |
+1926|92971|O|149651.08|1996-01-31|2-HIGH|Clerk#000000568|0|cajole. even warhorses sleep carefully. |
+1927|139840|O|37701.43|1995-09-30|3-MEDIUM|Clerk#000000616|0|riously special packages. permanent pearls wake furiously. even packages alo|
+1952|66143|F|17300.07|1994-03-16|2-HIGH|Clerk#000000254|0| silent accounts boost |
+1953|149407|F|103041.88|1993-11-30|3-MEDIUM|Clerk#000000891|0| fluffily along the quickly even packages. |
+1954|55898|O|224803.85|1997-05-31|4-NOT SPECIFIED|Clerk#000000104|0| unusual excuses cajole according to the blithely regular theodolites.|
+1955|12065|F|141123.20|1992-04-20|1-URGENT|Clerk#000000792|0|ly special ideas. sometimes final |
+1956|125753|F|157551.61|1992-09-20|4-NOT SPECIFIED|Clerk#000000600|0|ironic ideas are silent ideas. furiously final deposits sleep slyly carefu|
+1957|30107|O|91793.95|1998-07-21|2-HIGH|Clerk#000000639|0|nding excuses about the |
+1958|52151|O|249441.38|1995-09-22|5-LOW|Clerk#000000343|0| haggle blithely. flu|
+1959|42370|O|98535.63|1997-01-13|4-NOT SPECIFIED|Clerk#000000631|0| cajole about the blithely express requests. even excuses mold bl|
+1984|50668|O|118338.24|1998-04-01|1-URGENT|Clerk#000000416|0| slyly special instructions. unusual foxes use packages. carefully regular req|
+1985|5810|F|239317.63|1994-09-02|4-NOT SPECIFIED|Clerk#000000741|0|slyly slyly even pains. slyly reg|
+1986|148409|F|55996.25|1994-05-05|2-HIGH|Clerk#000000609|0|across the theodolites. quick|
+1987|98189|F|6525.18|1994-04-30|2-HIGH|Clerk#000000652|0|gular platelets alongside |
+1988|107392|O|160700.63|1995-10-06|4-NOT SPECIFIED|Clerk#000000011|0|ly ironic dolphins serve quickly busy accounts. bu|
+1989|116147|F|76837.41|1994-03-16|4-NOT SPECIFIED|Clerk#000000747|0|ely bold pinto beans ha|
+1990|118060|F|95601.98|1994-12-16|2-HIGH|Clerk#000000114|0|e bold patterns. always regul|
+1991|18529|F|198410.02|1992-09-07|4-NOT SPECIFIED|Clerk#000000854|0|ing accounts can haggle at the carefully final Tiresias-- pending, regular|
+2016|7513|O|37641.83|1996-08-16|3-MEDIUM|Clerk#000000641|0|the carefully ironic foxes. requests nag bold, r|
+2017|100576|O|101688.15|1998-05-13|3-MEDIUM|Clerk#000000427|0|nusual requests. blit|
+2018|17590|P|27854.73|1995-04-05|4-NOT SPECIFIED|Clerk#000000920|0|gular accounts wake fur|
+2019|134029|F|65697.09|1992-10-23|1-URGENT|Clerk#000000565|0| furiously bold packages. fluffily fi|
+2020|72448|F|231691.79|1993-06-21|3-MEDIUM|Clerk#000000192|0|es. furiously regular packages above the furiously special theodolites are a|
+2021|69850|O|36978.12|1995-07-15|1-URGENT|Clerk#000000155|0|ong the furiously regular requests. unusual deposits wake fluffily inside|
+2022|61813|F|318901.90|1992-03-15|1-URGENT|Clerk#000000268|0| dependencies sleep fluffily even, ironic deposits. express, silen|
+2023|117961|F|252009.19|1992-05-06|5-LOW|Clerk#000000137|0|ular courts engage according to the|
+2048|16763|F|46866.20|1993-11-15|1-URGENT|Clerk#000000934|0|s cajole after the blithely final accounts. f|
+2049|29749|O|208461.58|1995-12-07|2-HIGH|Clerk#000000859|0|ly regular requests thrash blithely about the fluffily even theodolites. r|
+2050|27259|F|304485.79|1994-06-02|4-NOT SPECIFIED|Clerk#000000821|0|d accounts against the furiously regular packages use bli|
+2051|38071|O|116180.92|1996-03-18|4-NOT SPECIFIED|Clerk#000000333|0|ctions sleep blithely. blithely regu|
+2052|89338|F|254487.96|1992-04-13|2-HIGH|Clerk#000000767|0| requests sleep around the even, even courts. ironic theodolites affix furious|
+2053|140578|F|190120.72|1995-02-07|1-URGENT|Clerk#000000717|0|ar requests: blithely sly accounts boost carefully across t|
+2054|40088|F|246569.23|1992-06-08|4-NOT SPECIFIED|Clerk#000000103|0|l requests affix carefully about the furiously special|
+2055|96850|F|83312.64|1993-09-04|1-URGENT|Clerk#000000067|0|. warhorses affix slyly blithely express instructions? fur|
+2080|94459|F|86061.80|1993-06-18|5-LOW|Clerk#000000190|0|ironic, pending theodolites are carefully about the quickly regular theodolite|
+2081|119239|O|227153.78|1997-07-05|2-HIGH|Clerk#000000136|0|ong the regular theo|
+2082|48568|F|69210.02|1995-01-10|2-HIGH|Clerk#000000354|0|cial accounts. ironic, express dolphins nod slyly sometimes final reques|
+2083|100723|F|63345.71|1993-07-14|3-MEDIUM|Clerk#000000361|0|al patterns. bold, final foxes nag bravely about the furiously express|
+2084|79970|F|285435.84|1993-03-17|2-HIGH|Clerk#000000048|0|zle furiously final, careful packages. slyly ironic ideas amo|
+2085|48739|F|54707.54|1993-11-21|3-MEDIUM|Clerk#000000818|0|ress, express ideas haggle|
+2086|140329|F|314182.42|1994-10-19|1-URGENT|Clerk#000000046|0| permanently regular|
+2087|49189|O|70532.19|1998-01-31|2-HIGH|Clerk#000000626|0|e always regular packages nod against the furiously spec|
+2112|63289|O|19727.58|1997-02-05|2-HIGH|Clerk#000000351|0|against the slyly even id|
+2113|31867|O|100436.44|1997-11-08|2-HIGH|Clerk#000000527|0|slyly regular instruct|
+2114|78536|F|149985.64|1995-01-16|5-LOW|Clerk#000000751|0|r, unusual accounts haggle across the busy platelets. carefully |
+2115|104101|O|160667.90|1998-05-23|4-NOT SPECIFIED|Clerk#000000101|0|odolites boost. carefully regular excuses cajole. quickly ironic pinto be|
+2116|22207|F|80838.47|1994-08-26|1-URGENT|Clerk#000000197|0|efully after the asymptotes. furiously sp|
+2117|21883|O|205117.50|1997-04-26|2-HIGH|Clerk#000000887|0|ely even dependencies. regular foxes use blithely.|
+2118|133145|O|56415.21|1996-10-09|1-URGENT|Clerk#000000196|0|ial requests wake carefully special packages. f|
+2119|62027|O|60575.04|1996-08-20|2-HIGH|Clerk#000000434|0|uickly pending escapades. fluffily ir|
+2144|134623|F|196472.92|1994-03-29|3-MEDIUM|Clerk#000000546|0|t. carefully quick requests across the deposits wake regu|
+2145|133426|F|28869.91|1992-10-03|1-URGENT|Clerk#000000886|0|sts would snooze blithely alongside of th|
+2146|117520|F|282823.12|1992-09-14|4-NOT SPECIFIED|Clerk#000000476|0|ven packages. dependencies wake slyl|
+2147|98753|F|151017.45|1992-09-06|4-NOT SPECIFIED|Clerk#000000424|0| haggle carefully furiously final foxes. pending escapades thrash. bold theod|
+2148|128239|F|37616.49|1995-04-19|4-NOT SPECIFIED|Clerk#000000517|0|ross the furiously unusual theodolites. always expre|
+2149|100642|F|159589.25|1993-03-13|5-LOW|Clerk#000000555|0|nusual accounts nag furiously special reques|
+2150|81676|F|283459.87|1994-06-03|3-MEDIUM|Clerk#000000154|0|ect slyly against the even, final packages. quickly regular pinto beans wake c|
+2151|57902|O|216383.85|1996-11-11|3-MEDIUM|Clerk#000000996|0|c requests. ironic platelets cajole across the quickly fluffy deposits.|
+2176|103403|F|109875.44|1992-11-10|1-URGENT|Clerk#000000195|0|s haggle regularly accor|
+2177|134927|O|280803.60|1997-01-20|3-MEDIUM|Clerk#000000161|0|ove the blithely unusual packages cajole carefully fluffily special request|
+2178|7973|O|139116.18|1996-12-12|3-MEDIUM|Clerk#000000656|0|thely according to the instructions. furious|
+2179|40979|O|99933.09|1996-09-07|2-HIGH|Clerk#000000935|0|ounts alongside of the furiously unusual braids cajol|
+2180|74938|O|281035.92|1996-09-14|4-NOT SPECIFIED|Clerk#000000650|0|xpress, unusual pains. furiously ironic excu|
+2181|74026|O|177880.62|1995-09-13|3-MEDIUM|Clerk#000000814|0|y against the ironic, even|
+2182|22525|F|180607.07|1994-04-05|2-HIGH|Clerk#000000071|0|ccounts. quickly bold deposits across the excuses sl|
+2183|112012|O|70563.85|1996-06-22|1-URGENT|Clerk#000000287|0| among the express, ironic packages. slyly ironic platelets integrat|
+2208|67594|P|331019.93|1995-05-01|4-NOT SPECIFIED|Clerk#000000900|0|symptotes wake slyly blithely unusual packages.|
+2209|89056|F|214341.18|1992-07-10|2-HIGH|Clerk#000000056|0|er above the slyly silent requests. furiously reg|
+2210|31753|F|56433.02|1992-01-16|2-HIGH|Clerk#000000941|0| believe carefully quickly express pinto beans. deposi|
+2211|91969|F|232658.05|1994-06-30|2-HIGH|Clerk#000000464|0|ffily bold courts e|
+2212|116227|F|31599.39|1994-03-23|3-MEDIUM|Clerk#000000954|0|structions above the unusual requests use fur|
+2213|121216|F|231251.95|1993-01-15|4-NOT SPECIFIED|Clerk#000000598|0|osits are carefully reg|
+2214|114062|O|241753.27|1998-05-05|3-MEDIUM|Clerk#000000253|0|packages. fluffily even accounts haggle blithely. carefully ironic depen|
+2215|38684|O|146208.05|1996-06-16|4-NOT SPECIFIED|Clerk#000000817|0|le final, final foxes. quickly regular gifts are carefully deposit|
+2240|55367|F|276496.15|1992-03-06|4-NOT SPECIFIED|Clerk#000000622|0|accounts against the slyly express foxes are after the slyly regular |
+2241|101276|F|241266.34|1993-05-11|1-URGENT|Clerk#000000081|0|y about the silent excuses. furiously ironic instructions along the sil|
+2242|81416|O|16527.09|1997-07-20|4-NOT SPECIFIED|Clerk#000000360|0| pending multipliers. carefully express asymptotes use quickl|
+2243|47810|O|20504.42|1995-06-10|2-HIGH|Clerk#000000813|0|ously regular deposits integrate s|
+2244|126746|F|28601.86|1993-01-09|1-URGENT|Clerk#000001000|0|ckages. ironic, ironic accounts haggle blithely express excuses. |
+2245|56458|F|222770.91|1993-04-28|3-MEDIUM|Clerk#000000528|0|ake carefully. braids haggle slyly quickly b|
+2246|112325|O|107302.84|1996-05-27|4-NOT SPECIFIED|Clerk#000000739|0| final gifts sleep |
+2247|94630|F|25089.88|1992-08-02|4-NOT SPECIFIED|Clerk#000000947|0|furiously regular packages. final brai|
+2272|138202|F|205341.38|1993-04-13|2-HIGH|Clerk#000000449|0|s. bold, ironic pinto beans wake. silently specia|
+2273|134254|O|214061.54|1996-12-14|5-LOW|Clerk#000000155|0|uickly express foxes haggle quickly against|
+2274|103993|F|85225.21|1993-09-04|4-NOT SPECIFIED|Clerk#000000258|0|nstructions try to hag|
+2275|148325|F|46829.31|1992-10-22|4-NOT SPECIFIED|Clerk#000000206|0| furiously furious platelets. slyly final packa|
+2276|41390|O|202644.34|1996-04-29|4-NOT SPECIFIED|Clerk#000000821|0|ecial requests. fox|
+2277|88705|F|132036.50|1995-01-02|4-NOT SPECIFIED|Clerk#000000385|0|accounts cajole. even i|
+2278|140536|O|160639.36|1998-04-25|3-MEDIUM|Clerk#000000186|0|r pinto beans integrate after the carefully even deposits. blit|
+2279|79399|F|232058.82|1993-02-23|3-MEDIUM|Clerk#000000898|0|de of the quickly unusual instructio|
+2304|44923|F|126354.87|1994-01-07|4-NOT SPECIFIED|Clerk#000000415|0|onic platelets. ironic packages haggle. packages nag doggedly according to|
+2305|41968|F|151482.61|1993-01-26|2-HIGH|Clerk#000000440|0|ove the furiously even acco|
+2306|26710|O|398867.54|1995-07-26|2-HIGH|Clerk#000000975|0| wake furiously requests. permanent requests affix. final packages caj|
+2307|104039|F|82439.12|1993-06-29|5-LOW|Clerk#000000952|0|furiously even asymptotes? carefully regular accounts|
+2308|23890|F|93415.14|1992-10-25|4-NOT SPECIFIED|Clerk#000000609|0|ts. slyly final depo|
+2309|99505|O|219187.00|1995-09-04|5-LOW|Clerk#000000803|0|he carefully pending packages. fluffily stealthy foxes engage carefully|
+2310|30394|O|118386.20|1996-09-20|5-LOW|Clerk#000000917|0|wake carefully. unusual instructions nag ironic, regular excuse|
+2311|71605|P|257239.18|1995-05-02|2-HIGH|Clerk#000000761|0|ly pending asymptotes-- furiously bold excus|
+2336|141388|O|25556.93|1996-01-07|4-NOT SPECIFIED|Clerk#000000902|0|c, final excuses sleep furiously among the even theodolites. f|
+2337|140138|O|83996.36|1997-06-18|4-NOT SPECIFIED|Clerk#000000754|0| quickly. final accounts haggle. carefully final acco|
+2338|139369|O|29723.34|1997-09-15|2-HIGH|Clerk#000000951|0|riously final dugouts. final, ironic packages wake express, ironic id|
+2339|108352|F|105092.65|1993-12-15|5-LOW|Clerk#000000847|0| against the regular |
+2340|64462|O|55626.96|1996-01-12|1-URGENT|Clerk#000000964|0|ter the deposits sleep according to the slyly regular packages. carefully |
+2341|81514|F|74028.24|1993-05-30|5-LOW|Clerk#000000443|0|sts-- blithely bold dolphins through the deposits nag blithely carefully re|
+2342|36427|O|174855.28|1996-06-09|1-URGENT|Clerk#000000615|0|oost carefully across the regular accounts. blithely final d|
+2343|71026|O|145902.44|1995-08-21|3-MEDIUM|Clerk#000000170|0|fluffily over the slyly special deposits. quickl|
+2368|12832|F|163026.68|1993-08-20|1-URGENT|Clerk#000000830|0|t the bold instructions. carefully unusual |
+2369|109624|O|116148.42|1996-12-24|2-HIGH|Clerk#000000752|0|iously even requests are dogged, express |
+2370|140363|F|102350.31|1994-01-17|1-URGENT|Clerk#000000231|0|lyly final packages. quickly final deposits haggl|
+2371|18637|O|262602.78|1998-01-07|1-URGENT|Clerk#000000028|0|ckages haggle at th|
+2372|29062|O|150263.34|1997-11-21|5-LOW|Clerk#000000342|0|s: deposits haggle along the final ideas. careful|
+2373|26231|F|81974.16|1994-03-12|4-NOT SPECIFIED|Clerk#000000306|0| even, special courts grow quickly. pending,|
+2374|3865|F|175693.17|1993-10-29|4-NOT SPECIFIED|Clerk#000000081|0| blithely regular packages. blithely unusua|
+2375|4849|O|146143.90|1996-11-20|3-MEDIUM|Clerk#000000197|0|unusual, pending theodolites cajole carefully |
+2400|36397|O|150304.73|1998-07-25|5-LOW|Clerk#000000782|0|nusual courts nag against the carefully unusual pinto b|
+2401|147568|O|124098.72|1997-07-29|4-NOT SPECIFIED|Clerk#000000531|0|ully unusual instructions boost carefully silently regular requests. |
+2402|65717|O|102468.59|1996-09-06|4-NOT SPECIFIED|Clerk#000000162|0|slyly final sheaves sleep slyly. q|
+2403|54376|O|182351.26|1998-04-11|3-MEDIUM|Clerk#000000820|0|furiously regular deposits use. furiously unusual accounts wake along the |
+2404|76669|O|162281.61|1997-03-13|4-NOT SPECIFIED|Clerk#000000409|0|deposits breach furiously. ironic foxes haggle carefully bold packag|
+2405|71284|O|155170.08|1996-12-23|3-MEDIUM|Clerk#000000535|0|ular, regular asympto|
+2406|6635|O|248750.45|1996-10-28|5-LOW|Clerk#000000561|0|blithely regular accounts u|
+2407|53530|O|148223.74|1998-06-19|2-HIGH|Clerk#000000068|0|uests affix slyly among the slyly regular depos|
+2432|101915|O|96364.14|1996-07-13|1-URGENT|Clerk#000000115|0|re. slyly even deposits wake bra|
+2433|29900|F|209681.19|1994-08-22|4-NOT SPECIFIED|Clerk#000000324|0|ess patterns are slyly. packages haggle carefu|
+2434|23683|O|175002.80|1997-04-27|3-MEDIUM|Clerk#000000190|0|s. quickly ironic dolphins impress final deposits. blithel|
+2435|71318|F|191565.82|1993-02-21|5-LOW|Clerk#000000112|0|es are carefully along the carefully final instructions. pe|
+2436|124972|O|89745.07|1995-09-11|4-NOT SPECIFIED|Clerk#000000549|0|arefully. blithely bold deposits affix special accounts. final foxes nag. spe|
+2437|84359|F|237907.34|1993-04-21|4-NOT SPECIFIED|Clerk#000000578|0|. theodolites wake slyly-- ironic, pending platelets above the carefully exp|
+2438|12544|F|331721.20|1993-07-15|2-HIGH|Clerk#000000744|0|the final, regular warhorses. regularly |
+2439|53978|O|65698.23|1997-03-15|2-HIGH|Clerk#000000819|0|lithely after the car|
+2464|144844|O|43621.20|1997-11-23|5-LOW|Clerk#000000633|0|le about the instructions. courts wake carefully even|
+2465|32354|O|289984.52|1995-06-24|1-URGENT|Clerk#000000078|0|al pinto beans. final, bold packages wake quickly|
+2466|17968|F|230286.88|1994-03-06|1-URGENT|Clerk#000000424|0|c pinto beans. express deposits wake quickly. even, final courts nag. package|
+2467|34198|O|13411.16|1995-07-16|4-NOT SPECIFIED|Clerk#000000914|0|pades sleep furiously. sometimes regular packages again|
+2468|110837|O|222965.97|1997-06-09|4-NOT SPECIFIED|Clerk#000000260|0|ickly regular packages. slyly ruthless requests snooze quickly blithe|
+2469|122899|O|269943.76|1996-11-26|5-LOW|Clerk#000000730|0| sleep closely regular instructions. furiously ironic instructi|
+2470|56233|O|168055.11|1997-04-19|3-MEDIUM|Clerk#000000452|0|to the furiously final packages? pa|
+2471|88373|O|64926.55|1998-03-12|4-NOT SPECIFIED|Clerk#000000860|0|carefully blithely regular pac|
+2496|134117|F|196761.07|1994-01-09|2-HIGH|Clerk#000000142|0|slyly. pending instructions sleep. quic|
+2497|46906|F|276801.77|1992-08-27|1-URGENT|Clerk#000000977|0|ily ironic pinto beans. furiously final platelets alongside of t|
+2498|95870|F|54636.42|1993-11-08|5-LOW|Clerk#000000373|0|g the slyly special pinto beans. |
+2499|120994|O|181237.29|1995-09-24|1-URGENT|Clerk#000000277|0|r the quickly bold foxes. bold instructi|
+2500|132878|F|161720.91|1992-08-15|2-HIGH|Clerk#000000447|0|integrate slyly pending deposits. furiously ironic accounts across the s|
+2501|66415|O|140174.62|1997-05-25|5-LOW|Clerk#000000144|0|ickly special theodolite|
+2502|69356|F|38318.31|1993-05-28|4-NOT SPECIFIED|Clerk#000000914|0|lyly: carefully pending ideas affix again|
+2503|6538|F|257866.34|1993-06-20|3-MEDIUM|Clerk#000000294|0|ly even packages was. ironic, regular deposits unwind furiously across the p|
+2528|54986|F|115391.05|1994-11-20|1-URGENT|Clerk#000000789|0|ular dependencies? regular frays kindle according to the blith|
+2529|134836|O|6633.85|1996-08-20|2-HIGH|Clerk#000000511|0|posits across the silent instructions wake blithely across |
+2530|127075|F|85200.46|1994-03-21|3-MEDIUM|Clerk#000000291|0|ular instructions about the quic|
+2531|43354|O|238750.97|1996-05-06|4-NOT SPECIFIED|Clerk#000000095|0|even accounts. furiously ironic excuses sleep fluffily. carefully silen|
+2532|93536|O|176642.09|1995-10-11|2-HIGH|Clerk#000000498|0|the blithely pending accounts. regular, regular excuses boost aro|
+2533|49547|O|269844.93|1997-03-24|1-URGENT|Clerk#000000594|0|ecial instructions. spec|
+2534|75217|O|332451.75|1996-07-17|3-MEDIUM|Clerk#000000332|0|packages cajole ironic requests. furiously regular|
+2535|120128|F|91065.74|1993-05-25|5-LOW|Clerk#000000296|0|phins cajole beneath the fluffily express asymptotes. c|
+2560|130771|F|254183.14|1992-09-05|1-URGENT|Clerk#000000538|0|atelets; quickly sly requests|
+2561|57121|O|205987.67|1997-11-14|1-URGENT|Clerk#000000861|0|ual requests. unusual deposits cajole furiously pending, regular platelets. |
+2562|8153|F|175064.15|1992-08-01|1-URGENT|Clerk#000000467|0|elets. pending dolphins promise slyly. bo|
+2563|61123|F|259320.78|1993-11-19|4-NOT SPECIFIED|Clerk#000000150|0|sly even packages after the furio|
+2564|76079|F|4826.38|1994-09-09|2-HIGH|Clerk#000000718|0|usly regular pinto beans. orbits wake carefully. slyly e|
+2565|55304|O|293551.19|1998-02-28|3-MEDIUM|Clerk#000000032|0|x-ray blithely along|
+2566|85478|F|127333.72|1992-10-10|3-MEDIUM|Clerk#000000414|0|ructions boost bold ideas. idly ironic accounts use according to th|
+2567|69388|O|407282.71|1998-02-27|2-HIGH|Clerk#000000031|0|detect. furiously ironic requests|
+2592|100571|F|13636.27|1993-03-05|4-NOT SPECIFIED|Clerk#000000524|0|ts nag fluffily. quickly stealthy theodolite|
+2593|91253|F|147362.04|1993-09-04|2-HIGH|Clerk#000000468|0|r the carefully final|
+2594|77599|F|159213.64|1992-12-17|1-URGENT|Clerk#000000550|0|ests. theodolites above the blithely even accounts detect furio|
+2595|73696|O|269836.82|1995-12-14|4-NOT SPECIFIED|Clerk#000000222|0|arefully ironic requests nag carefully ideas. |
+2596|42328|O|124359.00|1996-08-17|1-URGENT|Clerk#000000242|0|requests. ironic, bold theodolites wak|
+2597|103456|F|39412.20|1993-02-04|2-HIGH|Clerk#000000757|0|iously ruthless exc|
+2598|111955|O|113107.22|1996-03-05|3-MEDIUM|Clerk#000000391|0| ironic notornis according to the blithely final requests should |
+2599|148282|O|102777.64|1996-11-07|2-HIGH|Clerk#000000722|0|ts. slyly regular theodolites wake sil|
+2624|51187|O|41409.87|1996-11-28|5-LOW|Clerk#000000930|0|ic, regular packages|
+2625|38047|F|54164.64|1992-10-14|4-NOT SPECIFIED|Clerk#000000386|0| final deposits. blithely ironic ideas |
+2626|137033|O|116217.91|1995-09-08|4-NOT SPECIFIED|Clerk#000000289|0|gside of the carefully special packages are furiously after the slyly express |
+2627|148424|F|41910.30|1992-03-24|3-MEDIUM|Clerk#000000181|0|s. silent, ruthless requests|
+2628|55228|F|292422.56|1993-10-22|5-LOW|Clerk#000000836|0|ajole across the blithely careful accounts. blithely silent deposits sl|
+2629|137198|O|125694.87|1998-04-06|5-LOW|Clerk#000000680|0|uches dazzle carefully even, express excuses. ac|
+2630|83941|F|192986.10|1992-10-24|5-LOW|Clerk#000000712|0|inal theodolites. ironic instructions s|
+2631|35017|F|106597.85|1993-09-24|5-LOW|Clerk#000000833|0| quickly unusual deposits doubt around |
+2656|76525|F|157915.17|1993-05-04|1-URGENT|Clerk#000000307|0|elets. slyly final accou|
+2657|24589|O|213347.28|1995-10-17|2-HIGH|Clerk#000000160|0| foxes-- slyly final dependencies around the slyly final theodo|
+2658|13384|O|267602.18|1995-09-23|3-MEDIUM|Clerk#000000400|0|bout the slyly regular accounts. ironic, |
+2659|82054|F|120789.36|1993-12-18|4-NOT SPECIFIED|Clerk#000000758|0|cross the pending requests maintain |
+2660|126238|O|29464.99|1995-08-05|5-LOW|Clerk#000000480|0|ly finally regular deposits. ironic theodolites cajole|
+2661|73883|O|126283.42|1997-01-04|3-MEDIUM|Clerk#000000217|0|al, regular pinto beans. silently final deposits should have t|
+2662|36830|O|142981.30|1996-08-21|3-MEDIUM|Clerk#000000589|0|bold pinto beans above the slyly final accounts affix furiously deposits. pac|
+2663|94012|O|42757.07|1995-09-06|1-URGENT|Clerk#000000950|0|ar requests. furiously final dolphins along the fluffily spe|
+2688|97342|F|286232.36|1992-01-24|2-HIGH|Clerk#000000720|0|have to nag according to the pending theodolites. sly|
+2689|101303|F|75066.98|1992-04-09|4-NOT SPECIFIED|Clerk#000000698|0|press pains wake. furiously express theodolites alongsid|
+2690|93499|O|329934.42|1996-03-31|3-MEDIUM|Clerk#000000760|0|ravely even theodolites |
+2691|5860|F|42354.33|1992-04-30|5-LOW|Clerk#000000439|0|es at the regular deposits sleep slyly by the fluffy requests. eve|
+2692|61717|O|35333.21|1997-12-02|3-MEDIUM|Clerk#000000878|0|es. regular asymptotes cajole above t|
+2693|17018|O|119386.42|1996-09-04|1-URGENT|Clerk#000000370|0|ndle never. blithely regular packages nag carefully enticing platelets. ca|
+2694|119089|O|156639.52|1996-03-14|5-LOW|Clerk#000000722|0| requests. bold deposits above the theodol|
+2695|56273|O|207616.18|1996-08-20|1-URGENT|Clerk#000000697|0|ven deposits around the quickly regular packa|
+2720|29966|F|259281.51|1993-06-08|1-URGENT|Clerk#000000948|0|quickly. special asymptotes are fluffily ironi|
+2721|77266|O|84787.30|1996-01-27|2-HIGH|Clerk#000000401|0| ideas eat even, unusual ideas. theodolites are carefully|
+2722|34633|F|88200.39|1994-04-09|5-LOW|Clerk#000000638|0|rding to the carefully quick deposits. bli|
+2723|59146|O|152391.00|1995-10-06|5-LOW|Clerk#000000836|0|nts must have to cajo|
+2724|136825|F|169806.15|1994-09-14|2-HIGH|Clerk#000000217|0| sleep blithely. blithely idle |
+2725|88348|F|126227.05|1994-05-21|4-NOT SPECIFIED|Clerk#000000835|0|ular deposits. spec|
+2726|5663|F|82449.45|1992-11-27|5-LOW|Clerk#000000470|0| blithely even dinos sleep care|
+2727|73849|O|5816.23|1998-04-19|4-NOT SPECIFIED|Clerk#000000879|0|sual theodolites cajole enticingly above the furiously fin|
+2752|58067|F|307274.74|1993-11-19|2-HIGH|Clerk#000000648|0| carefully regular foxes are quickly quickl|
+2753|15388|F|230201.94|1993-11-30|2-HIGH|Clerk#000000380|0|ending instructions. unusual deposits|
+2754|143743|F|39672.40|1994-04-03|2-HIGH|Clerk#000000960|0|cies detect slyly. |
+2755|117655|F|130421.41|1992-02-07|4-NOT SPECIFIED|Clerk#000000177|0|ously according to the sly foxes. blithely regular pinto bean|
+2756|116546|F|210764.12|1994-04-18|1-URGENT|Clerk#000000537|0|arefully special warho|
+2757|75499|O|135260.24|1995-07-20|2-HIGH|Clerk#000000216|0| regular requests subl|
+2758|41179|O|69686.82|1998-07-12|5-LOW|Clerk#000000863|0|s cajole according to the carefully special |
+2759|115717|F|157587.60|1993-11-25|4-NOT SPECIFIED|Clerk#000000071|0|ts. regular, pending pinto beans sleep ab|
+2784|94193|O|160491.43|1998-01-07|1-URGENT|Clerk#000000540|0|g deposits alongside of the silent requests s|
+2785|146008|O|183376.84|1995-07-21|2-HIGH|Clerk#000000098|0|iously pending packages sleep according to the blithely unusual foxe|
+2786|78760|F|245985.01|1992-03-22|2-HIGH|Clerk#000000976|0|al platelets cajole blithely ironic requests. ironic re|
+2787|102814|O|5636.84|1995-09-30|1-URGENT|Clerk#000000906|0|he ironic, regular |
+2788|123353|F|20281.75|1994-09-22|1-URGENT|Clerk#000000641|0|nts wake across the fluffily bold accoun|
+2789|36014|O|368991.44|1998-03-14|2-HIGH|Clerk#000000972|0|gular patterns boost. carefully even re|
+2790|24854|F|294381.64|1994-08-19|2-HIGH|Clerk#000000679|0| the carefully express deposits sleep slyly |
+2791|120686|F|249363.13|1994-10-10|2-HIGH|Clerk#000000662|0|as. slyly ironic accounts play furiously bl|
+2816|56695|F|54339.69|1994-09-20|2-HIGH|Clerk#000000289|0|kages at the final deposits cajole furious foxes. quickly |
+2817|39514|F|97061.86|1994-04-19|3-MEDIUM|Clerk#000000982|0|ic foxes haggle upon the daringly even pinto beans. slyly|
+2818|48157|F|186074.95|1994-12-12|3-MEDIUM|Clerk#000000413|0|eep furiously special ideas. express |
+2819|101843|F|106478.85|1994-05-05|1-URGENT|Clerk#000000769|0|ngside of the blithely ironic dolphins. furio|
+2820|18062|F|181656.19|1994-05-20|3-MEDIUM|Clerk#000000807|0|equests are furiously. carefu|
+2821|116528|F|57739.46|1993-08-09|3-MEDIUM|Clerk#000000323|0|ng requests. even instructions are quickly express, silent instructi|
+2822|78767|F|69341.69|1993-07-26|2-HIGH|Clerk#000000510|0|furiously against the accounts. unusual accounts aft|
+2823|78017|O|281301.17|1995-09-09|2-HIGH|Clerk#000000567|0|encies. carefully fluffy accounts m|
+2848|68851|F|169913.72|1992-03-10|1-URGENT|Clerk#000000256|0|ly fluffy foxes sleep furiously across the slyly regu|
+2849|45496|O|282488.42|1996-04-30|2-HIGH|Clerk#000000659|0|al packages are after the quickly bold requests. carefully special |
+2850|99137|O|207301.24|1996-10-02|2-HIGH|Clerk#000000392|0|, regular deposits. furiously pending packages hinder carefully carefully u|
+2851|144481|O|11243.46|1997-09-07|5-LOW|Clerk#000000566|0|Tiresias wake quickly quickly even|
+2852|89122|F|119836.61|1993-01-16|1-URGENT|Clerk#000000740|0|ruthless deposits against the final instructions use quickly al|
+2853|92818|F|148957.79|1994-05-05|2-HIGH|Clerk#000000878|0|the carefully even packages.|
+2854|138295|F|209070.53|1994-06-27|1-URGENT|Clerk#000000010|0| furiously ironic tithes use furiously |
+2855|47990|F|60002.03|1993-04-04|4-NOT SPECIFIED|Clerk#000000973|0| silent, regular packages sleep |
+2880|7870|F|221353.47|1992-03-15|2-HIGH|Clerk#000000756|0|ves maintain doggedly spec|
+2881|98539|F|57299.53|1992-05-10|5-LOW|Clerk#000000864|0|uriously. slyly express requests according to the silent dol|
+2882|120092|O|263220.81|1995-08-22|2-HIGH|Clerk#000000891|0|pending deposits. carefully eve|
+2883|120787|F|242467.87|1995-01-23|5-LOW|Clerk#000000180|0|uses. carefully ironic accounts lose fluffil|
+2884|91375|O|95281.29|1997-10-12|3-MEDIUM|Clerk#000000780|0|efully express instructions sleep against|
+2885|6022|F|205387.44|1992-09-19|4-NOT SPECIFIED|Clerk#000000280|0|ly sometimes special excuses. final requests are |
+2886|107435|F|177118.79|1994-11-13|4-NOT SPECIFIED|Clerk#000000619|0|uctions. ironic packages sle|
+2887|107426|O|43570.56|1997-05-26|5-LOW|Clerk#000000566|0|slyly even pinto beans. slyly bold epitaphs cajole blithely above t|
+2912|92009|F|42408.84|1992-03-12|5-LOW|Clerk#000000186|0|jole blithely above the quickly regular packages. carefully regular pinto bean|
+2913|42205|O|218390.62|1997-07-12|3-MEDIUM|Clerk#000000118|0|mptotes doubt furiously slyly regu|
+2914|107015|F|86207.41|1993-03-03|3-MEDIUM|Clerk#000000543|0|he slyly regular theodolites are furiously sile|
+2915|92489|F|114403.37|1994-03-31|5-LOW|Clerk#000000410|0|ld packages. bold deposits boost blithely. ironic, unusual theodoli|
+2916|7351|O|30455.66|1995-12-27|2-HIGH|Clerk#000000681|0|ithely blithe deposits sleep beyond the|
+2917|90730|O|161411.48|1997-12-09|4-NOT SPECIFIED|Clerk#000000061|0| special dugouts among the special deposi|
+2918|117481|O|30911.58|1996-09-08|3-MEDIUM|Clerk#000000439|0|ular deposits across th|
+2919|52543|F|192121.75|1993-12-10|2-HIGH|Clerk#000000209|0|es. pearls wake quietly slyly ironic instructions--|
+2944|13532|O|234481.13|1997-09-24|4-NOT SPECIFIED|Clerk#000000740|0|deas. permanently special foxes haggle carefully ab|
+2945|28157|O|319752.31|1996-01-03|2-HIGH|Clerk#000000499|0|ons are carefully toward the permanent, bold pinto beans. regu|
+2946|124123|O|148466.74|1996-02-05|5-LOW|Clerk#000000329|0|g instructions about the regular accounts sleep carefully along the pen|
+2947|69538|P|79951.00|1995-04-26|1-URGENT|Clerk#000000464|0|ronic accounts. accounts run furiously d|
+2948|43723|F|159855.90|1994-08-23|5-LOW|Clerk#000000701|0| deposits according to the blithely pending |
+2949|136237|F|133973.42|1994-04-12|2-HIGH|Clerk#000000184|0|y ironic accounts use. quickly blithe accou|
+2950|134485|O|297421.11|1997-07-06|1-URGENT|Clerk#000000833|0| dolphins around the furiously |
+2951|73624|O|157192.83|1996-02-06|2-HIGH|Clerk#000000680|0|gular deposits above the finally regular ideas integrate idly stealthil|
+2976|28030|F|204008.39|1993-12-10|4-NOT SPECIFIED|Clerk#000000159|0|. furiously ironic asymptotes haggle ruthlessly silently regular r|
+2977|71090|O|45116.47|1996-08-27|3-MEDIUM|Clerk#000000252|0|quickly special platelets are furio|
+2978|43750|P|242965.87|1995-05-03|1-URGENT|Clerk#000000135|0|d. even platelets are. ironic dependencies cajole slow, e|
+2979|132928|O|177712.18|1996-03-23|3-MEDIUM|Clerk#000000820|0|even, ironic foxes sleep along|
+2980|3743|O|279365.71|1996-09-14|3-MEDIUM|Clerk#000000661|0|y quick pinto beans wake. slyly re|
+2981|47389|O|58766.88|1998-07-29|5-LOW|Clerk#000000299|0|hely among the express foxes. blithely stealthy requests cajole boldly. regu|
+2982|84308|F|86439.95|1995-03-19|2-HIGH|Clerk#000000402|0|lyly. express theodolites affix slyly after the slyly speci|
+2983|61165|F|66398.29|1992-01-07|1-URGENT|Clerk#000000278|0|r the even requests. accounts maintain. regular accounts|
+3008|39310|O|190301.90|1995-11-08|3-MEDIUM|Clerk#000000701|0|ze quickly. blithely regular packages above the slyly bold foxes shall|
+3009|54398|O|188106.76|1997-02-28|1-URGENT|Clerk#000000205|0|r ideas. carefully pe|
+3010|7459|O|223510.43|1996-01-26|2-HIGH|Clerk#000000931|0| blithely final requests. special deposits are slyl|
+3011|89752|F|77704.97|1992-01-14|5-LOW|Clerk#000000515|0|onic deposits kindle slyly. dependencies around the quickly iro|
+3012|31345|F|113122.00|1993-05-05|1-URGENT|Clerk#000000414|0|ts after the regular pinto beans impress blithely s|
+3013|142238|O|269815.39|1997-02-05|5-LOW|Clerk#000000591|0|the furiously pendin|
+3014|28745|F|277661.69|1992-10-30|4-NOT SPECIFIED|Clerk#000000476|0|ep blithely according to the blith|
+3015|101527|F|162415.39|1992-09-27|5-LOW|Clerk#000000013|0|ously regular deposits affix carefully. furiousl|
+3040|110666|F|181298.05|1993-04-12|3-MEDIUM|Clerk#000000544|0|carefully special packages. blithe|
+3041|112571|O|37519.81|1997-06-03|5-LOW|Clerk#000000092|0|s. unusual, pending deposits use carefully. thinly final|
+3042|19879|F|171849.26|1994-11-21|3-MEDIUM|Clerk#000000573|0| the slyly ironic depo|
+3043|43334|F|111837.88|1992-04-25|5-LOW|Clerk#000000137|0|cajole blithely furiously fina|
+3044|52723|O|82856.88|1996-04-03|2-HIGH|Clerk#000000008|0|cajole final courts. ironic deposits about the quickly final re|
+3045|49795|O|117398.68|1995-09-27|1-URGENT|Clerk#000000405|0| express courts sleep quickly special asymptotes. |
+3046|31373|O|176436.62|1995-11-30|2-HIGH|Clerk#000000522|0|r deposits. platelets use furi|
+3047|24563|O|76626.65|1997-03-21|1-URGENT|Clerk#000000962|0|as. slyly express deposits are dogged pearls. silent ide|
+3072|22438|F|131016.14|1994-01-30|4-NOT SPECIFIED|Clerk#000000370|0|ely final deposits cajole carefully. ironic, re|
+3073|135226|F|253550.24|1994-01-08|3-MEDIUM|Clerk#000000404|0|kly slyly bold accounts. express courts near the regular ideas sleep bli|
+3074|65659|F|129096.60|1992-11-01|5-LOW|Clerk#000000546|0|yly even asymptotes shall have to haggle fluffily. deposits are|
+3075|125071|F|73647.18|1994-05-07|3-MEDIUM|Clerk#000000433|0|ackages: carefully unusual reques|
+3076|91354|F|124595.32|1993-07-23|2-HIGH|Clerk#000000099|0|busy foxes. deposits affix quickly ironic, pending pint|
+3077|120703|O|147077.46|1997-08-06|2-HIGH|Clerk#000000228|0|kly. fluffily ironic requests use qui|
+3078|47210|F|60977.04|1993-02-12|2-HIGH|Clerk#000000110|0|ounts are alongside of the blith|
+3079|98518|O|214396.25|1997-09-12|5-LOW|Clerk#000000505|0|lly ironic accounts|
+3104|68837|F|175130.65|1993-09-16|3-MEDIUM|Clerk#000000871|0|ges boost-- regular accounts are furiousl|
+3105|136471|O|179233.84|1996-11-13|4-NOT SPECIFIED|Clerk#000000772|0|s. blithely final ins|
+3106|144469|O|231617.72|1997-01-12|3-MEDIUM|Clerk#000000729|0|its use slyly final theodolites; regular dolphins hang above t|
+3107|25316|O|153692.68|1997-08-21|1-URGENT|Clerk#000000669|0|ously even deposits acr|
+3108|84331|F|120387.80|1993-08-05|1-URGENT|Clerk#000000574|0|s packages haggle furiously am|
+3109|122080|F|295217.85|1993-07-24|5-LOW|Clerk#000000936|0|bold requests sleep quickly according to the slyly final|
+3110|87293|F|157451.80|1994-12-17|2-HIGH|Clerk#000000564|0|round the fluffy instructions. carefully silent packages cajol|
+3111|132733|O|208128.46|1995-08-25|5-LOW|Clerk#000000922|0|slyly regular theodolites. furious deposits cajole deposits. ironic theodoli|
+3136|22954|F|199929.44|1994-08-10|4-NOT SPECIFIED|Clerk#000000891|0|tructions sleep slyly. pending di|
+3137|134096|O|11788.67|1995-07-26|3-MEDIUM|Clerk#000000063|0|ymptotes wake carefully above t|
+3138|138961|F|195207.34|1994-02-09|4-NOT SPECIFIED|Clerk#000000650|0|e fluffily final theodolites. even dependencies wake along the quickly ir|
+3139|16475|F|54456.91|1992-01-02|3-MEDIUM|Clerk#000000855|0|ounts against the ruthlessly unusual dolphins|
+3140|144880|F|88865.00|1992-04-09|1-URGENT|Clerk#000000670|0|carefully ironic deposits use furiously. blith|
+3141|25108|O|186498.52|1995-11-10|1-URGENT|Clerk#000000475|0|es. furiously bold instructions after the carefully final p|
+3142|7237|F|19551.67|1992-06-28|3-MEDIUM|Clerk#000000043|0|usual accounts about the carefully special requests sleep slyly quickly regul|
+3143|106750|F|204967.06|1993-02-17|1-URGENT|Clerk#000000519|0| are final, ironic accounts. ironic |
+3168|135731|F|116852.47|1992-01-30|5-LOW|Clerk#000000352|0|s sleep slyly? ironic, furious instructions detect. quickly final i|
+3169|18011|F|176508.38|1993-12-21|3-MEDIUM|Clerk#000000252|0| even pinto beans are blithely special, special multip|
+3170|4243|O|293842.55|1997-11-09|1-URGENT|Clerk#000000288|0|requests. furiously bold|
<TRUNCATED>
[05/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark2/src/main/spark2.2/org/apache/spark/sql/hive/CarbonAnalyzer.scala
----------------------------------------------------------------------
diff --git a/integration/spark2/src/main/spark2.2/org/apache/spark/sql/hive/CarbonAnalyzer.scala b/integration/spark2/src/main/spark2.2/org/apache/spark/sql/hive/CarbonAnalyzer.scala
index 88beb68..dfb89fd 100644
--- a/integration/spark2/src/main/spark2.2/org/apache/spark/sql/hive/CarbonAnalyzer.scala
+++ b/integration/spark2/src/main/spark2.2/org/apache/spark/sql/hive/CarbonAnalyzer.scala
@@ -20,15 +20,32 @@ import org.apache.spark.sql.SparkSession
import org.apache.spark.sql.catalyst.analysis.Analyzer
import org.apache.spark.sql.catalyst.catalog.SessionCatalog
import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.catalyst.rules.Rule
import org.apache.spark.sql.internal.SQLConf
+import org.apache.spark.util.CarbonReflectionUtils
class CarbonAnalyzer(catalog: SessionCatalog,
conf: SQLConf,
sparkSession: SparkSession,
analyzer: Analyzer) extends Analyzer(catalog, conf) {
+
+ val mvPlan = try {
+ CarbonReflectionUtils.createObject(
+ "org.apache.carbondata.mv.datamap.MVAnalyzerRule",
+ sparkSession)._1.asInstanceOf[Rule[LogicalPlan]]
+ } catch {
+ case e: Exception =>
+ null
+ }
+
override def execute(plan: LogicalPlan): LogicalPlan = {
var logicalPlan = analyzer.execute(plan)
logicalPlan = CarbonPreAggregateDataLoadingRules(sparkSession).apply(logicalPlan)
- CarbonPreAggregateQueryRules(sparkSession).apply(logicalPlan)
+ logicalPlan = CarbonPreAggregateQueryRules(sparkSession).apply(logicalPlan)
+ if (mvPlan != null) {
+ mvPlan.apply(logicalPlan)
+ } else {
+ logicalPlan
+ }
}
}
\ No newline at end of file
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/pom.xml
----------------------------------------------------------------------
diff --git a/pom.xml b/pom.xml
index 7273c76..e9551c0 100644
--- a/pom.xml
+++ b/pom.xml
@@ -640,6 +640,7 @@
<id>mv</id>
<modules>
<module>datamap/mv/plan</module>
+ <module>datamap/mv/core</module>
</modules>
</profile>
</profiles>
[04/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
[CARBONDATA-2475] Support Modular Core for Materialized View DataMap for query matching and rewriting
Support Modular Core for Materialized View DataMap
This closes #2302
Project: http://git-wip-us.apache.org/repos/asf/carbondata/repo
Commit: http://git-wip-us.apache.org/repos/asf/carbondata/commit/bf73e9fe
Tree: http://git-wip-us.apache.org/repos/asf/carbondata/tree/bf73e9fe
Diff: http://git-wip-us.apache.org/repos/asf/carbondata/diff/bf73e9fe
Branch: refs/heads/master
Commit: bf73e9fe77523e23be46e7597e2c990e855401e5
Parents: d14c403
Author: ravipesala <ra...@gmail.com>
Authored: Sat May 12 22:49:19 2018 +0530
Committer: Jacky Li <ja...@qq.com>
Committed: Sun May 13 17:08:19 2018 +0800
----------------------------------------------------------------------
datamap/mv/core/pom.xml | 169 ++
.../carbondata/mv/datamap/MVAnalyzerRule.scala | 105 +
.../mv/datamap/MVDataMapProvider.scala | 125 +
.../apache/carbondata/mv/datamap/MVHelper.scala | 377 +++
.../apache/carbondata/mv/datamap/MVState.scala | 55 +
.../mv/rewrite/DefaultMatchMaker.scala | 647 +++++
.../carbondata/mv/rewrite/MatchConditions.scala | 28 +
.../carbondata/mv/rewrite/MatchMaker.scala | 47 +
.../carbondata/mv/rewrite/Navigator.scala | 196 ++
.../carbondata/mv/rewrite/QueryRewrite.scala | 53 +
.../mv/rewrite/SummaryDatasetCatalog.scala | 168 ++
.../apache/carbondata/mv/rewrite/Utils.scala | 358 +++
.../mv/rewrite/MVCreateTestCase.scala | 676 +++++
.../mv/rewrite/MVSampleTestCase.scala | 167 ++
.../carbondata/mv/rewrite/MVTPCDSTestCase.scala | 146 +
.../carbondata/mv/rewrite/MVTpchTestCase.scala | 247 ++
.../SelectSelectExactChildrenSuite.scala | 76 +
.../carbondata/mv/rewrite/Tpcds_1_4_Suite.scala | 80 +
.../mv/rewrite/matching/TestSQLBatch.scala | 214 ++
.../rewrite/matching/TestTPCDS_1_4_Batch.scala | 2496 ++++++++++++++++++
20 files changed, 6430 insertions(+)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/pom.xml
----------------------------------------------------------------------
diff --git a/datamap/mv/core/pom.xml b/datamap/mv/core/pom.xml
new file mode 100644
index 0000000..99a8e22
--- /dev/null
+++ b/datamap/mv/core/pom.xml
@@ -0,0 +1,169 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<!--
+ Licensed to the Apache Software Foundation (ASF) under one or more
+ contributor license agreements. See the NOTICE file distributed with
+ this work for additional information regarding copyright ownership.
+ The ASF licenses this file to You under the Apache License, Version 2.0
+ (the "License"); you may not use this file except in compliance with
+ the License. You may obtain a copy of the License at
+
+ http://www.apache.org/licenses/LICENSE-2.0
+
+ Unless required by applicable law or agreed to in writing, software
+ distributed under the License is distributed on an "AS IS" BASIS,
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ See the License for the specific language governing permissions and
+ limitations under the License.
+-->
+<project xmlns="http://maven.apache.org/POM/4.0.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+
+ <modelVersion>4.0.0</modelVersion>
+
+ <parent>
+ <groupId>org.apache.carbondata</groupId>
+ <artifactId>carbondata-parent</artifactId>
+ <version>1.4.0-SNAPSHOT</version>
+ <relativePath>../../../pom.xml</relativePath>
+ </parent>
+
+ <artifactId>carbondata-mv-core</artifactId>
+ <name>Apache CarbonData :: Materialized View Core</name>
+
+ <properties>
+ <dev.path>${basedir}/../../../dev</dev.path>
+ </properties>
+
+ <dependencies>
+ <dependency>
+ <groupId>org.apache.carbondata</groupId>
+ <artifactId>carbondata-mv-plan</artifactId>
+ <version>${project.version}</version>
+ </dependency>
+ <dependency>
+ <groupId>org.apache.carbondata</groupId>
+ <artifactId>carbondata-spark2</artifactId>
+ <version>${project.version}</version>
+ </dependency>
+ <dependency>
+ <groupId>org.scalatest</groupId>
+ <artifactId>scalatest_${scala.binary.version}</artifactId>
+ <scope>test</scope>
+ </dependency>
+ </dependencies>
+
+ <build>
+ <testSourceDirectory>src/test/scala</testSourceDirectory>
+ <plugins>
+ <plugin>
+ <artifactId>maven-compiler-plugin</artifactId>
+ <configuration>
+ <source>1.8</source>
+ <target>1.8</target>
+ </configuration>
+ </plugin>
+ <plugin>
+ <groupId>org.apache.maven.plugins</groupId>
+ <artifactId>maven-surefire-plugin</artifactId>
+ <version>2.18</version>
+ <!-- Note config is repeated in scalatest config -->
+ <configuration>
+ <skip>false</skip>
+ <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
+ <argLine>-Xmx3g -XX:MaxPermSize=512m -XX:ReservedCodeCacheSize=512m</argLine>
+ <systemProperties>
+ <java.awt.headless>true</java.awt.headless>
+ </systemProperties>
+ <testFailureIgnore>false</testFailureIgnore>
+ <failIfNoTests>false</failIfNoTests>
+ </configuration>
+ </plugin>
+
+ <plugin>
+ <groupId>org.apache.maven.plugins</groupId>
+ <artifactId>maven-checkstyle-plugin</artifactId>
+ <version>2.17</version>
+ <configuration>
+ <skip>true</skip>
+ </configuration>
+ </plugin>
+ <plugin>
+ <groupId>org.scala-tools</groupId>
+ <artifactId>maven-scala-plugin</artifactId>
+ <version>2.15.2</version>
+ <executions>
+ <execution>
+ <id>compile</id>
+ <goals>
+ <goal>compile</goal>
+ </goals>
+ <phase>compile</phase>
+ </execution>
+ <execution>
+ <id>testCompile</id>
+ <goals>
+ <goal>testCompile</goal>
+ </goals>
+ <phase>test</phase>
+ </execution>
+ <execution>
+ <phase>process-resources</phase>
+ <goals>
+ <goal>compile</goal>
+ </goals>
+ </execution>
+ </executions>
+ </plugin>
+ <plugin>
+ <groupId>org.apache.maven.plugins</groupId>
+ <artifactId>maven-enforcer-plugin</artifactId>
+ <version>1.4.1</version>
+ <configuration>
+ <skip>true</skip>
+ </configuration>
+ </plugin>
+ <plugin>
+ <groupId>com.ning.maven.plugins</groupId>
+ <artifactId>maven-duplicate-finder-plugin</artifactId>
+ <configuration>
+ <skip>true</skip>
+ </configuration>
+ </plugin>
+ <plugin>
+ <groupId>org.scalatest</groupId>
+ <artifactId>scalatest-maven-plugin</artifactId>
+ <version>1.0</version>
+ <!-- Note config is repeated in surefire config -->
+ <configuration>
+ <reportsDirectory>${project.build.directory}/surefire-reports</reportsDirectory>
+ <junitxml>.</junitxml>
+ <testFailureIgnore>false</testFailureIgnore>
+ <filereports>CarbonTestSuite.txt</filereports>
+ <argLine>-ea -Xmx3g -XX:MaxPermSize=512m -XX:ReservedCodeCacheSize=512m
+ </argLine>
+ <stderr />
+ <environmentVariables>
+ </environmentVariables>
+ <systemProperties>
+ <java.awt.headless>true</java.awt.headless>
+ </systemProperties>
+ </configuration>
+ <executions>
+ <execution>
+ <id>test</id>
+ <goals>
+ <goal>test</goal>
+ </goals>
+ </execution>
+ </executions>
+ </plugin>
+ </plugins>
+ </build>
+ <profiles>
+ <profile>
+ <id>sdvtest</id>
+ <properties>
+ <maven.test.skip>true</maven.test.skip>
+ </properties>
+ </profile>
+ </profiles>
+</project>
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVAnalyzerRule.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVAnalyzerRule.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVAnalyzerRule.scala
new file mode 100644
index 0000000..4e93f15
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVAnalyzerRule.scala
@@ -0,0 +1,105 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.carbondata.mv.datamap
+
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.analysis.{UnresolvedAlias, UnresolvedAttribute}
+import org.apache.spark.sql.catalyst.expressions.{Alias, ScalaUDF}
+import org.apache.spark.sql.catalyst.plans.logical.{Command, DeserializeToObject, LogicalPlan}
+import org.apache.spark.sql.catalyst.rules.Rule
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+
+import org.apache.carbondata.common.logging.LogServiceFactory
+import org.apache.carbondata.core.datamap.DataMapStoreManager
+import org.apache.carbondata.core.metadata.schema.datamap.DataMapClassProvider
+import org.apache.carbondata.core.metadata.schema.table.DataMapSchema
+import org.apache.carbondata.datamap.DataMapManager
+import org.apache.carbondata.mv.rewrite.{SummaryDataset, SummaryDatasetCatalog}
+
+/**
+ * Analyzer rule to rewrite the query for MV datamap
+ *
+ * @param sparkSession
+ */
+class MVAnalyzerRule(sparkSession: SparkSession) extends Rule[LogicalPlan] {
+
+ // TODO Find way better way to get the provider.
+ private val dataMapProvider =
+ DataMapManager.get().getDataMapProvider(null,
+ new DataMapSchema("", DataMapClassProvider.MV.getShortName), sparkSession)
+
+ private val LOGGER = LogServiceFactory.getLogService(classOf[MVAnalyzerRule].getName)
+
+ override def apply(plan: LogicalPlan): LogicalPlan = {
+ var needAnalysis = true
+ plan.transformAllExpressions {
+ // first check if any preAgg scala function is applied it is present is in plan
+ // then call is from create preaggregate table class so no need to transform the query plan
+ // TODO Add different UDF name
+ case al@Alias(udf: ScalaUDF, name) if name.equalsIgnoreCase("preAgg") =>
+ needAnalysis = false
+ al
+ // in case of query if any unresolve alias is present then wait for plan to be resolved
+ // return the same plan as we can tranform the plan only when everything is resolved
+ case unresolveAlias@UnresolvedAlias(_, _) =>
+ needAnalysis = false
+ unresolveAlias
+ case attr@UnresolvedAttribute(_) =>
+ needAnalysis = false
+ attr
+ }
+ val catalog = DataMapStoreManager.getInstance().getDataMapCatalog(dataMapProvider,
+ DataMapClassProvider.MV.getShortName).asInstanceOf[SummaryDatasetCatalog]
+ if (needAnalysis && catalog != null && isValidPlan(plan, catalog)) {
+ val modularPlan = catalog.mVState.rewritePlan(plan).withSummaryData
+ if (modularPlan.find (_.rewritten).isDefined) {
+ val compactSQL = modularPlan.asCompactSQL
+ LOGGER.audit(s"\n$compactSQL\n")
+ val analyzed = sparkSession.sql(compactSQL).queryExecution.analyzed
+ analyzed
+ } else {
+ plan
+ }
+ } else {
+ plan
+ }
+ }
+
+ def isValidPlan(plan: LogicalPlan, catalog: SummaryDatasetCatalog): Boolean = {
+ !plan.isInstanceOf[Command] && !isDataMapExists(plan, catalog.listAllSchema()) &&
+ !plan.isInstanceOf[DeserializeToObject]
+ }
+ /**
+ * Check whether datamap table already updated in the query.
+ *
+ * @param plan
+ * @param mvs
+ * @return
+ */
+ def isDataMapExists(plan: LogicalPlan, mvs: Array[SummaryDataset]): Boolean = {
+ val catalogs = plan collect {
+ case l: LogicalRelation => l.catalogTable
+ }
+ catalogs.isEmpty || catalogs.exists { c =>
+ mvs.exists { mv =>
+ val identifier = mv.dataMapSchema.getRelationIdentifier
+ identifier.getTableName.equals(c.get.identifier.table) &&
+ identifier.getDatabaseName.equals(c.get.database)
+ }
+ }
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVDataMapProvider.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVDataMapProvider.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVDataMapProvider.scala
new file mode 100644
index 0000000..2aba23e
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVDataMapProvider.scala
@@ -0,0 +1,125 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.carbondata.mv.datamap
+
+import java.io.IOException
+
+import org.apache.spark.sql.SparkSession
+import org.apache.spark.sql.catalyst.TableIdentifier
+import org.apache.spark.sql.catalyst.plans.logical.SubqueryAlias
+import org.apache.spark.sql.execution.command.management.CarbonLoadDataCommand
+import org.apache.spark.sql.execution.command.table.CarbonDropTableCommand
+import org.apache.spark.sql.execution.datasources.FindDataSourceTable
+import org.apache.spark.sql.parser.CarbonSpark2SqlParser
+import org.apache.spark.sql.util.SparkSQLUtil
+
+import org.apache.carbondata.common.annotations.InterfaceAudience
+import org.apache.carbondata.common.exceptions.sql.MalformedDataMapCommandException
+import org.apache.carbondata.core.datamap.{DataMapCatalog, DataMapProvider, DataMapStoreManager}
+import org.apache.carbondata.core.datamap.dev.{DataMap, DataMapFactory}
+import org.apache.carbondata.core.indexstore.Blocklet
+import org.apache.carbondata.core.metadata.schema.table.{CarbonTable, DataMapSchema}
+import org.apache.carbondata.mv.rewrite.{SummaryDataset, SummaryDatasetCatalog}
+
+@InterfaceAudience.Internal
+class MVDataMapProvider(
+ mainTable: CarbonTable,
+ sparkSession: SparkSession,
+ dataMapSchema: DataMapSchema)
+ extends DataMapProvider(mainTable, dataMapSchema) {
+ protected var dropTableCommand: CarbonDropTableCommand = null
+
+ @throws[MalformedDataMapCommandException]
+ @throws[IOException]
+ override def initMeta(ctasSqlStatement: String): Unit = {
+ if (ctasSqlStatement == null) {
+ throw new MalformedDataMapCommandException(
+ "select statement is mandatory")
+ }
+ MVHelper.createMVDataMap(sparkSession, dataMapSchema, ctasSqlStatement, true)
+ DataMapStoreManager.getInstance.registerDataMapCatalog(this, dataMapSchema)
+ }
+
+ override def initData(): Unit = {
+ }
+
+ @throws[IOException]
+ override def cleanMeta(): Unit = {
+ dropTableCommand = new CarbonDropTableCommand(true,
+ new Some[String](dataMapSchema.getRelationIdentifier.getDatabaseName),
+ dataMapSchema.getRelationIdentifier.getTableName,
+ true)
+ dropTableCommand.processMetadata(sparkSession)
+ DataMapStoreManager.getInstance.unRegisterDataMapCatalog(dataMapSchema)
+ DataMapStoreManager.getInstance().dropDataMapSchema(dataMapSchema.getDataMapName)
+ }
+
+ override def cleanData(): Unit = {
+ if (dropTableCommand != null) {
+ dropTableCommand.processData(sparkSession)
+ }
+ }
+
+ @throws[IOException]
+ override def rebuild(): Unit = {
+ val ctasQuery = dataMapSchema.getCtasQuery
+ if (ctasQuery != null) {
+ val identifier = dataMapSchema.getRelationIdentifier
+ val logicalPlan =
+ new FindDataSourceTable(sparkSession).apply(
+ sparkSession.sessionState.catalog.lookupRelation(
+ TableIdentifier(identifier.getTableName,
+ Some(identifier.getDatabaseName)))) match {
+ case s: SubqueryAlias => s.child
+ case other => other
+ }
+ val updatedQuery = new CarbonSpark2SqlParser().addPreAggFunction(ctasQuery)
+ val queryPlan = SparkSQLUtil.execute(
+ sparkSession.sql(updatedQuery).queryExecution.analyzed,
+ sparkSession).drop("preAgg")
+ val header = logicalPlan.output.map(_.name).mkString(",")
+ val loadCommand = CarbonLoadDataCommand(
+ databaseNameOp = Some(identifier.getDatabaseName),
+ tableName = identifier.getTableName,
+ factPathFromUser = null,
+ dimFilesPath = Seq(),
+ options = scala.collection.immutable.Map("fileheader" -> header),
+ isOverwriteTable = true,
+ inputSqlString = null,
+ dataFrame = Some(queryPlan),
+ updateModel = None,
+ tableInfoOp = None,
+ internalOptions = Map.empty,
+ partition = Map.empty)
+
+ SparkSQLUtil.execute(loadCommand, sparkSession)
+ }
+ }
+
+ @throws[IOException]
+ override def incrementalBuild(
+ segmentIds: Array[String]): Unit = {
+ throw new UnsupportedOperationException
+ }
+
+ override def createDataMapCatalog : DataMapCatalog[SummaryDataset] =
+ new SummaryDatasetCatalog(sparkSession)
+
+ override def getDataMapFactory: DataMapFactory[_ <: DataMap[_ <: Blocklet]] = {
+ throw new UnsupportedOperationException
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVHelper.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVHelper.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVHelper.scala
new file mode 100644
index 0000000..0f9362f
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVHelper.scala
@@ -0,0 +1,377 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+package org.apache.carbondata.mv.datamap
+
+import java.util
+
+import scala.collection.JavaConverters._
+import scala.collection.mutable
+
+import org.apache.spark.sql.{CarbonEnv, SparkSession}
+import org.apache.spark.sql.catalyst.TableIdentifier
+import org.apache.spark.sql.catalyst.catalog.CatalogTable
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeReference, AttributeSet, Expression, NamedExpression, ScalaUDF}
+import org.apache.spark.sql.catalyst.expressions.aggregate._
+import org.apache.spark.sql.catalyst.plans.logical.{Aggregate, LogicalPlan, Project}
+import org.apache.spark.sql.execution.command.{Field, TableModel, TableNewProcessor}
+import org.apache.spark.sql.execution.command.table.CarbonCreateTableCommand
+import org.apache.spark.sql.execution.datasources.LogicalRelation
+import org.apache.spark.sql.parser.CarbonSpark2SqlParser
+
+import org.apache.carbondata.core.datamap.DataMapStoreManager
+import org.apache.carbondata.core.metadata.schema.table.{DataMapSchema, DataMapSchemaStorageProvider, RelationIdentifier}
+import org.apache.carbondata.mv.plans.modular
+import org.apache.carbondata.mv.plans.modular.{GroupBy, Matchable, ModularPlan, Select}
+import org.apache.carbondata.mv.rewrite.{DefaultMatchMaker, QueryRewrite}
+import org.apache.carbondata.spark.util.CommonUtil
+
+/**
+ * Utility for MV datamap operations.
+ */
+object MVHelper {
+
+ def createMVDataMap(sparkSession: SparkSession,
+ dataMapSchema: DataMapSchema,
+ queryString: String,
+ ifNotExistsSet: Boolean = false): Unit = {
+ val dmProperties = dataMapSchema.getProperties.asScala
+ val updatedQuery = new CarbonSpark2SqlParser().addPreAggFunction(queryString)
+ val logicalPlan = sparkSession.sql(updatedQuery).drop("preAgg").queryExecution.analyzed
+ val fields = logicalPlan.output.map { attr =>
+ val name = updateColumnName(attr)
+ val rawSchema = '`' + name + '`' + ' ' + attr.dataType.typeName
+ if (attr.dataType.typeName.startsWith("decimal")) {
+ val (precision, scale) = CommonUtil.getScaleAndPrecision(attr.dataType.catalogString)
+ Field(column = name,
+ dataType = Some(attr.dataType.typeName),
+ name = Some(name),
+ children = None,
+ precision = precision,
+ scale = scale,
+ rawSchema = rawSchema)
+ } else {
+ Field(column = name,
+ dataType = Some(attr.dataType.typeName),
+ name = Some(name),
+ children = None,
+ rawSchema = rawSchema)
+ }
+ }
+ val tableProperties = mutable.Map[String, String]()
+ dmProperties.foreach(t => tableProperties.put(t._1, t._2))
+
+ val selectTables = getTables(logicalPlan)
+
+ // TODO inherit the table properties like sort order, sort scope and block size from parent
+ // tables to mv datamap table
+ // TODO Use a proper DB
+ val tableIdentifier =
+ TableIdentifier(dataMapSchema.getDataMapName + "_table",
+ selectTables.head.identifier.database)
+ // prepare table model of the collected tokens
+ val tableModel: TableModel = new CarbonSpark2SqlParser().prepareTableModel(
+ ifNotExistPresent = ifNotExistsSet,
+ new CarbonSpark2SqlParser().convertDbNameToLowerCase(tableIdentifier.database),
+ tableIdentifier.table.toLowerCase,
+ fields,
+ Seq(),
+ tableProperties,
+ None,
+ isAlterFlow = false,
+ None)
+
+ val tablePath = if (dmProperties.contains("path")) {
+ dmProperties("path")
+ } else {
+ CarbonEnv.getTablePath(tableModel.databaseNameOp, tableModel.tableName)(sparkSession)
+ }
+ CarbonCreateTableCommand(TableNewProcessor(tableModel),
+ tableModel.ifNotExistsSet, Some(tablePath), isVisible = false).run(sparkSession)
+
+ dataMapSchema.setCtasQuery(queryString)
+ dataMapSchema
+ .setRelationIdentifier(new RelationIdentifier(tableIdentifier.database.get,
+ tableIdentifier.table,
+ ""))
+
+ val parentIdents = selectTables.map { table =>
+ new RelationIdentifier(table.database, table.identifier.table, "")
+ }
+ dataMapSchema.setParentTables(new util.ArrayList[RelationIdentifier](parentIdents.asJava))
+ DataMapStoreManager.getInstance().saveDataMapSchema(dataMapSchema)
+ }
+
+ def updateColumnName(attr: Attribute): String = {
+ val name = attr.name.replace("(", "_").replace(")", "").replace(" ", "_").replace("=", "")
+ attr.qualifier.map(qualifier => qualifier + "_" + name).getOrElse(name)
+ }
+
+ def getTables(logicalPlan: LogicalPlan): Seq[CatalogTable] = {
+ logicalPlan.collect {
+ case l: LogicalRelation => l.catalogTable.get
+ }
+ }
+
+ def dropDummFuc(plan: LogicalPlan): LogicalPlan = {
+ plan transform {
+ case p@Project(exps, child) =>
+ Project(dropDummyExp(exps), child)
+ case Aggregate(grp, aggExp, child) =>
+ Aggregate(
+ grp,
+ dropDummyExp(aggExp),
+ child)
+ }
+ }
+
+ private def dropDummyExp(exps: Seq[NamedExpression]) = {
+ exps.map {
+ case al@Alias(udf: ScalaUDF, name) if name.equalsIgnoreCase("preAgg") => None
+ case attr: AttributeReference if attr.name.equalsIgnoreCase("preAgg") => None
+ case other => Some(other)
+ }.filter(_.isDefined).map(_.get)
+ }
+
+ def getAttributeMap(subsumer: Seq[NamedExpression],
+ subsume: Seq[NamedExpression]): Map[AttributeKey, NamedExpression] = {
+ if (subsumer.length == subsume.length) {
+ subsume.zip(subsumer).flatMap { case (left, right) =>
+ var tuples = left collect {
+ case attr: AttributeReference =>
+ (AttributeKey(attr), createAttrReference(right, attr.name))
+ }
+ left match {
+ case a: Alias =>
+ tuples = Seq((AttributeKey(a.child), createAttrReference(right, a.name))) ++ tuples
+ case _ =>
+ }
+ Seq((AttributeKey(left), createAttrReference(right, left.name))) ++ tuples
+ }.toMap
+ } else {
+ throw new UnsupportedOperationException("Cannot create mapping with unequal sizes")
+ }
+ }
+
+ def createAttrReference(ref: NamedExpression, name: String): Alias = {
+ Alias(ref, name)(exprId = ref.exprId, qualifier = None)
+ }
+
+ case class AttributeKey(exp: Expression) {
+
+ override def equals(other: Any): Boolean = other match {
+ case attrKey: AttributeKey =>
+ exp.semanticEquals(attrKey.exp)
+ case _ => false
+ }
+
+ override def hashCode: Int = exp.hashCode
+
+ }
+
+ /**
+ * Updates the expressions as per the subsumer output expressions. It is needed to update the
+ * expressions as per the datamap table relation
+ *
+ * @param expressions expressions which are needed to update
+ * @param aliasName table alias name
+ * @return Updated expressions
+ */
+ def updateSubsumeAttrs(
+ expressions: Seq[Expression],
+ attrMap: Map[AttributeKey, NamedExpression],
+ aliasName: Option[String],
+ keepAlias: Boolean = false): Seq[Expression] = {
+
+ def getAttribute(exp: Expression) = {
+ exp match {
+ case Alias(agg: AggregateExpression, name) =>
+ agg.aggregateFunction.collect {
+ case attr: AttributeReference =>
+ AttributeReference(attr.name, attr.dataType, attr.nullable, attr
+ .metadata)(attr.exprId,
+ aliasName,
+ attr.isGenerated)
+ }.head
+ case Alias(child, name) =>
+ child
+ case other => other
+ }
+ }
+
+ expressions.map {
+ case alias@Alias(agg: AggregateExpression, name) =>
+ attrMap.get(AttributeKey(alias)).map { exp =>
+ Alias(getAttribute(exp), name)(alias.exprId,
+ alias.qualifier,
+ alias.explicitMetadata,
+ alias.isGenerated)
+ }.getOrElse(alias)
+
+ case attr: AttributeReference =>
+ val uattr = attrMap.get(AttributeKey(attr)).map{a =>
+ if (keepAlias) {
+ AttributeReference(a.name, a.dataType, a.nullable, a.metadata)(a.exprId,
+ attr.qualifier,
+ a.isGenerated)
+ } else {
+ a
+ }
+ }.getOrElse(attr)
+ uattr
+ case expression: Expression =>
+ val uattr = attrMap.getOrElse(AttributeKey(expression), expression)
+ uattr
+ }
+ }
+
+ def updateOutPutList(
+ subsumerOutputList: Seq[NamedExpression],
+ dataMapRltn: Select,
+ aliasMap: Map[AttributeKey, NamedExpression],
+ keepAlias: Boolean): Seq[NamedExpression] = {
+ var outputSel =
+ updateSubsumeAttrs(
+ subsumerOutputList,
+ aliasMap,
+ Some(dataMapRltn.aliasMap.values.head),
+ keepAlias).asInstanceOf[Seq[NamedExpression]]
+ outputSel.zip(subsumerOutputList).map{ case (l, r) =>
+ l match {
+ case attr: AttributeReference =>
+ Alias(attr, r.name)(r.exprId, None)
+ case a@Alias(attr: AttributeReference, name) =>
+ Alias(attr, r.name)(r.exprId, None)
+ case other => other
+ }
+ }
+
+ }
+
+ def updateSelectPredicates(
+ predicates: Seq[Expression],
+ attrMap: Map[AttributeKey, NamedExpression],
+ keepAlias: Boolean): Seq[Expression] = {
+ predicates.map { exp =>
+ exp transform {
+ case attr: AttributeReference =>
+ val uattr = attrMap.get(AttributeKey(attr)).map{a =>
+ if (keepAlias) {
+ AttributeReference(a.name, a.dataType, a.nullable, a.metadata)(a.exprId,
+ attr.qualifier,
+ a.isGenerated)
+ } else {
+ a
+ }
+ }.getOrElse(attr)
+ uattr
+ }
+ }
+ }
+
+ /**
+ * Update the modular plan as per the datamap table relation inside it.
+ *
+ * @param subsumer plan to be updated
+ * @return Updated modular plan.
+ */
+ def updateDataMap(subsumer: ModularPlan, rewrite: QueryRewrite): ModularPlan = {
+ subsumer match {
+ case s: Select if s.dataMapTableRelation.isDefined =>
+ val relation = s.dataMapTableRelation.get.asInstanceOf[Select]
+ val mappings = s.outputList zip relation.outputList
+ val oList = for ((o1, o2) <- mappings) yield {
+ if (o1.name != o2.name) Alias(o2, o1.name)(exprId = o1.exprId) else o2
+ }
+ relation.copy(outputList = oList).setRewritten()
+ case g: GroupBy if g.dataMapTableRelation.isDefined =>
+ val relation = g.dataMapTableRelation.get.asInstanceOf[Select]
+ val in = relation.asInstanceOf[Select].outputList
+ val mappings = g.outputList zip relation.outputList
+ val oList = for ((left, right) <- mappings) yield {
+ left match {
+ case Alias(agg@AggregateExpression(fun@Sum(child), _, _, _), name) =>
+ val uFun = fun.copy(child = right)
+ Alias(agg.copy(aggregateFunction = uFun), left.name)(exprId = left.exprId)
+ case Alias(agg@AggregateExpression(fun@Max(child), _, _, _), name) =>
+ val uFun = fun.copy(child = right)
+ Alias(agg.copy(aggregateFunction = uFun), left.name)(exprId = left.exprId)
+ case Alias(agg@AggregateExpression(fun@Min(child), _, _, _), name) =>
+ val uFun = fun.copy(child = right)
+ Alias(agg.copy(aggregateFunction = uFun), left.name)(exprId = left.exprId)
+ case Alias(agg@AggregateExpression(fun@Count(Seq(child)), _, _, _), name) =>
+ val uFun = Sum(right)
+ Alias(agg.copy(aggregateFunction = uFun), left.name)(exprId = left.exprId)
+ case _ =>
+ if (left.name != right.name) Alias(right, left.name)(exprId = left.exprId) else right
+ }
+ }
+ val updatedPredicates = g.predicateList.map { f =>
+ mappings.find{ case (k, y) =>
+ k match {
+ case a: Alias if f.isInstanceOf[Alias] =>
+ a.child.semanticEquals(f.children.head)
+ case a: Alias => a.child.semanticEquals(f)
+ case other => other.semanticEquals(f)
+ }
+ } match {
+ case Some(r) => r._2
+ case _ => f
+ }
+ }
+ g.copy(outputList = oList,
+ inputList = in,
+ predicateList = updatedPredicates,
+ child = relation,
+ dataMapTableRelation = None).setRewritten()
+
+ case select: Select =>
+ select.children match {
+ case Seq(s: Select) if s.dataMapTableRelation.isDefined =>
+ val relation = s.dataMapTableRelation.get.asInstanceOf[Select]
+ val child = updateDataMap(s, rewrite).asInstanceOf[Select]
+ val aliasMap = getAttributeMap(relation.outputList, s.outputList)
+ var outputSel =
+ updateOutPutList(select.outputList, relation, aliasMap, keepAlias = true)
+ val pred = updateSelectPredicates(select.predicateList, aliasMap, true)
+ select.copy(outputList = outputSel,
+ inputList = child.outputList,
+ predicateList = pred,
+ children = Seq(child)).setRewritten()
+
+ case Seq(g: GroupBy) if g.dataMapTableRelation.isDefined =>
+ val relation = g.dataMapTableRelation.get.asInstanceOf[Select]
+ val aliasMap = getAttributeMap(relation.outputList, g.outputList)
+
+ val outputSel =
+ updateOutPutList(select.outputList, relation, aliasMap, keepAlias = false)
+ val child = updateDataMap(g, rewrite).asInstanceOf[Matchable]
+ // TODO Remove the unnecessary columns from selection.
+ // Only keep columns which are required by parent.
+ val inputSel = child.outputList
+ select.copy(
+ outputList = outputSel,
+ inputList = inputSel,
+ children = Seq(child)).setRewritten()
+
+ case _ => select
+ }
+
+ case other => other
+ }
+ }
+}
+
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVState.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVState.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVState.scala
new file mode 100644
index 0000000..412d547
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/datamap/MVState.scala
@@ -0,0 +1,55 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.datamap
+
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+
+import org.apache.carbondata.mv.plans.modular.SimpleModularizer
+import org.apache.carbondata.mv.plans.util.BirdcageOptimizer
+import org.apache.carbondata.mv.rewrite.{DefaultMatchMaker, Navigator, QueryRewrite, SummaryDatasetCatalog}
+
+/**
+ * A class that holds all session-specific state.
+ */
+private[mv] class MVState(summaryDatasetCatalog: SummaryDatasetCatalog) {
+
+ // Note: These are all lazy vals because they depend on each other (e.g. conf) and we
+ // want subclasses to override some of the fields. Otherwise, we would get a lot of NPEs.
+
+ /**
+ * Modular query plan modularizer
+ */
+ lazy val modularizer = SimpleModularizer
+
+ /**
+ * Logical query plan optimizer.
+ */
+ lazy val optimizer = BirdcageOptimizer
+
+ lazy val matcher = DefaultMatchMaker
+
+ lazy val navigator: Navigator = new Navigator(summaryDatasetCatalog, this)
+
+ /**
+ * Rewrite the logical query plan to MV plan if applicable.
+ * @param plan
+ * @return
+ */
+ def rewritePlan(plan: LogicalPlan): QueryRewrite = new QueryRewrite(this, plan)
+
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/DefaultMatchMaker.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/DefaultMatchMaker.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/DefaultMatchMaker.scala
new file mode 100644
index 0000000..899c36c
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/DefaultMatchMaker.scala
@@ -0,0 +1,647 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.sql.catalyst.expressions.{Alias, Attribute, AttributeMap, AttributeReference, AttributeSet, Expression, PredicateHelper, _}
+import org.apache.spark.sql.catalyst.plans.{FullOuter, Inner}
+
+import org.apache.carbondata.mv.datamap.MVHelper
+import org.apache.carbondata.mv.plans.modular
+import org.apache.carbondata.mv.plans.modular._
+import org.apache.carbondata.mv.plans.modular.Flags._
+import org.apache.carbondata.mv.plans.util.SQLBuilder
+
+abstract class DefaultMatchMaker extends MatchMaker[ModularPlan]
+
+abstract class DefaultMatchPattern extends MatchPattern[ModularPlan] {
+
+ /** Name for this pattern, automatically inferred based on class name. */
+ val patternName: String = {
+ val className = getClass.getName
+ if (className endsWith "$") className.dropRight(1) else className
+ }
+
+ def factorOutSubsumer(
+ compensation: ModularPlan,
+ subsumer: Matchable,
+ aliasMapMain: Map[Int, String]): ModularPlan = {
+
+ // Create aliasMap with attribute to alias reference attribute
+ val aliasMap = AttributeMap(
+ subsumer.outputList.collect {
+ case a: Alias if a.child.isInstanceOf[Attribute] =>
+ (a.child.asInstanceOf[Attribute], a.toAttribute)
+ })
+
+ // Check and replace all alias references with subsumer alias map references.
+ val compensation1 = compensation.transform {
+ case plan if !plan.skip && plan != subsumer =>
+ plan.transformExpressions {
+ case a: AttributeReference =>
+ aliasMap
+ .get(a)
+ .map { ref =>
+ AttributeReference(
+ ref.name, ref.dataType)(
+ exprId = ref.exprId,
+ qualifier = a.qualifier)
+ }.getOrElse(a)
+ }
+ }
+
+ val subqueryAttributeSet = SQLBuilder.collectAttributeSet(subsumer.outputList)
+ if (SQLBuilder.collectDuplicateNames(subqueryAttributeSet).nonEmpty) {
+ new UnsupportedOperationException(
+ s"duplicate name(s): ${ subsumer.output.map(_.toString + ", ") }")
+ }
+ if (aliasMapMain.size == 1) {
+ val subsumerName: Option[String] = aliasMapMain.get(0)
+ // Replace all compensation1 attributes with refrences of subsumer attributeset
+ val compensationFinal = compensation1.transformExpressions {
+ case ref: Attribute if subqueryAttributeSet.contains(ref) =>
+ AttributeReference(ref.name, ref.dataType)(exprId = ref.exprId, qualifier = subsumerName)
+ case alias: Alias if subqueryAttributeSet.contains(alias.toAttribute) =>
+ Alias(alias.child, alias.name)(exprId = alias.exprId, qualifier = subsumerName)
+ }
+ compensationFinal
+ } else {
+ compensation1
+ }
+ }
+}
+
+object DefaultMatchMaker extends DefaultMatchMaker {
+ lazy val patterns =
+ SelectSelectNoChildDelta ::
+ GroupbyGroupbyNoChildDelta ::
+ GroupbyGroupbySelectOnlyChildDelta ::
+ GroupbyGroupbyGroupbyChildDelta ::
+ SelectSelectSelectChildDelta ::
+ SelectSelectGroupbyChildDelta :: Nil
+}
+
+/**
+ * Convention:
+ * EmR: each subsumee's expression match some of subsumer's expression
+ * EdR: each subsumee's expression derive from some of subsumer's expression
+ * RmE: each subsumer's expression match some of subsumee's expression
+ * RdE: each subsumer's expression derive from some of subsumee's expression
+ */
+
+object SelectSelectNoChildDelta extends DefaultMatchPattern with PredicateHelper {
+ private def isDerivable(
+ exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan]): Boolean = {
+ if (subsumee.asInstanceOf[Select].predicateList.contains(exprE)) {
+ subsumer.asInstanceOf[Select].predicateList.exists(_.semanticEquals(exprE)) ||
+ canEvaluate(exprE, subsumer)
+ } else if (subsumee.asInstanceOf[Select].outputList.contains(exprE)) {
+ exprE match {
+ case a@Alias(_, _) =>
+ exprListR.exists(a1 => a1.isInstanceOf[Alias] &&
+ a1.asInstanceOf[Alias].child.semanticEquals(a.child)) ||
+ exprListR.exists(_.semanticEquals(exprE) || canEvaluate(exprE, subsumer))
+ case exp => exprListR.exists(_.semanticEquals(exp) || canEvaluate(exp, subsumer))
+ }
+ } else {
+ false
+ }
+ }
+
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+
+ (subsumer, subsumee, compensation) match {
+ case (
+ sel_1a @ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ sel_1q @ modular.Select(_, _, _, _, _, _, _, _, _, _), None
+ ) if sel_1a.children.forall { _.isInstanceOf[modular.LeafNode] } &&
+ sel_1q.children.forall { _.isInstanceOf[modular.LeafNode] } =>
+
+ // assume children (including harmonized relation) of subsumer and subsumee
+ // are 1-1 correspondence.
+ // Change the following two conditions to more complicated ones if we want to
+ // consider things that combine extrajoin, rejoin, and harmonized relations
+ val isUniqueRmE = subsumer.children.filter { x => subsumee.children.count(_ == x) != 1 }
+ val isUniqueEmR = subsumee.children.filter { x => subsumer.children.count(_ == x) != 1 }
+
+ val extrajoin = sel_1a.children.filterNot { child => sel_1q.children.contains(child) }
+ val rejoin = sel_1q.children.filterNot { child => sel_1a.children.contains(child) }
+ val rejoinOutputList = rejoin.flatMap(_.output)
+
+ val isPredicateRmE = sel_1a.predicateList.forall(expr =>
+ sel_1q.predicateList.exists(_.semanticEquals(expr)))
+ val isPredicateEmdR = sel_1q.predicateList.forall(expr =>
+ isDerivable(expr, sel_1a.outputList ++ rejoinOutputList, sel_1q, sel_1a, None))
+ val isOutputEdR = sel_1q.outputList.forall(expr =>
+ isDerivable(expr, sel_1a.outputList ++ rejoinOutputList, sel_1q, sel_1a, None))
+
+ if (isUniqueRmE.isEmpty && isUniqueEmR.isEmpty && extrajoin.isEmpty && isPredicateRmE &&
+ isPredicateEmdR && isOutputEdR) {
+ val mappings = sel_1a.children.zipWithIndex.map {
+ case (childr, fromIdx) if sel_1q.children.contains(childr) =>
+ val toIndx = sel_1q.children.indexWhere(_ == childr)
+ (toIndx -> fromIdx)
+
+ }
+ val e2r = mappings.toMap
+ val r2e = e2r.map(_.swap)
+ val r2eJoinsMatch = sel_1a.joinEdges.forall { x =>
+ (r2e.get(x.left), r2e.get(x.right)) match {
+ case (Some(l), Some(r)) =>
+ val mappedEdge = JoinEdge(l, r, x.joinType)
+ val joinTypeEquivalent =
+ if (sel_1q.joinEdges.contains(mappedEdge)) true
+ else {
+ x.joinType match {
+ case Inner | FullOuter =>
+ sel_1q.joinEdges.contains(JoinEdge(r, l, x.joinType))
+ case _ => false
+ }
+ }
+ if (joinTypeEquivalent) {
+ val sel_1a_join = sel_1a.extractJoinConditions(
+ sel_1a.children(x.left),
+ sel_1a.children(x.right))
+ val sel_1q_join = sel_1q.extractJoinConditions(
+ sel_1q.children(mappedEdge.left),
+ sel_1q.children(mappedEdge.right))
+ sel_1a_join.forall(e => sel_1q_join.exists(e.semanticEquals(_))) &&
+ sel_1q_join.forall(e => sel_1a_join.exists(e.semanticEquals(_)))
+ } else false
+ case _ => false
+ }
+ }
+
+ val isPredicateEmR = sel_1q.predicateList.forall(expr =>
+ sel_1a.predicateList.exists(_.semanticEquals(expr)))
+ val isOutputEmR = sel_1q.outputList.forall(expr =>
+ sel_1a.outputList.exists(_.semanticEquals(expr)))
+ val isOutputRmE = sel_1a.outputList.forall(expr =>
+ sel_1q.outputList.exists(_.semanticEquals(expr)))
+
+ if (r2eJoinsMatch) {
+ if (isPredicateEmR && isOutputEmR && isOutputRmE && rejoin.isEmpty) {
+ Seq(sel_1a) // no compensation needed
+ } else {
+ val tChildren = new collection.mutable.ArrayBuffer[ModularPlan]()
+ val tAliasMap = new collection.mutable.HashMap[Int, String]()
+
+ val updatedOutList: Seq[NamedExpression] = updateDuplicateColumns(sel_1a)
+ val usel_1a = sel_1a.copy(outputList = updatedOutList)
+ tChildren += usel_1a
+ tAliasMap += (tChildren.indexOf(usel_1a) -> rewrite.newSubsumerName())
+
+ sel_1q.children.zipWithIndex.foreach {
+ case (childe, idx) =>
+ if (e2r.get(idx).isEmpty) {
+ tChildren += childe
+ sel_1q.aliasMap.get(idx).map(x => tAliasMap += (tChildren.indexOf(childe) -> x))
+ }
+ }
+
+ val tJoinEdges = sel_1q.joinEdges.collect {
+ case JoinEdge(le, re, joinType) =>
+ (e2r.get(le), e2r.get(re)) match {
+ case (Some(lr), None) =>
+ JoinEdge(
+ 0,
+ tChildren.indexOf(sel_1q.children(re)),
+ joinType)
+ case (None, None) =>
+ JoinEdge(
+ tChildren.indexOf(sel_1q.children(le)),
+ tChildren.indexOf(sel_1q.children(re)),
+ joinType)
+ case (None, Some(rr)) =>
+ JoinEdge(
+ tChildren.indexOf(sel_1q.children(le)),
+ 0,
+ joinType)
+ case _ =>
+ null.asInstanceOf[JoinEdge]
+ }
+ }
+ val tPredicateList = sel_1q.predicateList.filter { p =>
+ !sel_1a.predicateList.exists(_.semanticEquals(p)) }
+ val wip = sel_1q.copy(
+ predicateList = tPredicateList,
+ children = tChildren,
+ joinEdges = tJoinEdges.filter(_ != null),
+ aliasMap = tAliasMap.toMap)
+
+ val done = factorOutSubsumer(wip, usel_1a, wip.aliasMap)
+ Seq(done)
+ }
+ } else Nil
+ } else Nil
+
+ case (
+ sel_3a @ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ sel_3q @ modular.Select(_, _, _, _, _, _, _, _, _, _), None)
+ if sel_3a.children.forall(_.isInstanceOf[GroupBy]) &&
+ sel_3q.children.forall(_.isInstanceOf[GroupBy]) =>
+ val isPredicateRmE = sel_3a.predicateList.isEmpty ||
+ sel_3a.predicateList.forall(expr =>
+ sel_3q.predicateList.exists(_.semanticEquals(expr)))
+ val isPredicateEmdR = sel_3q.predicateList.isEmpty ||
+ sel_3q.predicateList.forall(expr =>
+ sel_3a.predicateList.exists(_.semanticEquals(expr)) ||
+ isDerivable(expr, sel_3a.outputList, sel_3q, sel_3a, None))
+ val isOutputEdR = sel_3q.outputList.forall(expr =>
+ isDerivable(expr, sel_3a.outputList, sel_3q, sel_3a, None))
+ val isSingleChild = sel_3a.children.length == 1 && sel_3q.children.length == 1
+
+ if (isPredicateRmE && isPredicateEmdR && isOutputEdR && isSingleChild) {
+ val isPredicateEmR = sel_3q.predicateList.isEmpty ||
+ sel_3q.predicateList.forall(expr =>
+ sel_3a.predicateList.exists(_.semanticEquals(expr)))
+ val isOutputRmE = sel_3a.outputList.forall(expr =>
+ isDerivable(expr, sel_3q.outputList, sel_3a, sel_3q, None))
+ val isOutputEmR = sel_3q.outputList.forall(expr =>
+ isDerivable(expr, sel_3a.outputList, sel_3q, sel_3a, None))
+
+ if (isPredicateEmR && isOutputEmR && isOutputRmE) {
+ Seq(sel_3a)
+ } else if (isPredicateEmR && isOutputEmR) {
+ // no compensation needed
+ val sel_3q_exp = sel_3q.transformExpressions({
+ case a: Alias => sel_3a.outputList
+ .find { a1 =>
+ a1.isInstanceOf[Alias] &&
+ a1.asInstanceOf[Alias].child.semanticEquals(a.child)
+ }.map(_.toAttribute).get
+ })
+ val wip = sel_3q_exp.copy(
+ children = Seq(sel_3a),
+ aliasMap = Seq(0 -> rewrite.newSubsumerName()).toMap)
+ val done = factorOutSubsumer(wip, sel_3a, wip.aliasMap)
+ Seq(done)
+ } else {
+ Nil
+ }
+ } else Nil
+
+ case _ => Nil
+ }
+ }
+
+ private def updateDuplicateColumns(sel_1a: Select) = {
+ val duplicateNameCols = sel_1a.outputList.groupBy(_.name).filter(_._2.length > 1).flatMap(_._2)
+ .toList
+ val updatedOutList = sel_1a.outputList.map { col =>
+ if (duplicateNameCols.contains(col)) {
+ Alias(col, col.qualifiedName)(exprId = col.exprId)
+ } else {
+ col
+ }
+ }
+ updatedOutList
+ }
+}
+
+object GroupbyGroupbyNoChildDelta extends DefaultMatchPattern {
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+ (subsumer, subsumee, compensation) match {
+ case (
+ gb_2a @ modular.GroupBy(_, _, _, _, _, _, _, _),
+ gb_2q @ modular.GroupBy(_, _, _, _, _, _, _, _),
+ None) =>
+ val isGroupingEmR = gb_2q.predicateList.forall(expr =>
+ gb_2a.predicateList.exists(_.semanticEquals(expr)))
+ val isGroupingRmE = gb_2a.predicateList.forall(expr =>
+ gb_2q.predicateList.exists(_.semanticEquals(expr)))
+ if (isGroupingEmR && isGroupingRmE) {
+ val isOutputEmR = gb_2q.outputList.forall {
+ case a @ Alias(_, _) =>
+ gb_2a.outputList.exists{a1 =>
+ a1.isInstanceOf[Alias] && a1.asInstanceOf[Alias].child.semanticEquals(a.child)
+ }
+ case exp => gb_2a.outputList.exists(_.semanticEquals(exp))
+ }
+
+ if (isOutputEmR) {
+ // Mappings of output of two plans by checking semantic equals.
+ val mappings = gb_2a.outputList.zipWithIndex.map { case(exp, index) =>
+ (exp, gb_2q.outputList.find {
+ case a: Alias if exp.isInstanceOf[Alias] =>
+ a.child.semanticEquals(exp.children.head)
+ case a: Alias => a.child.semanticEquals(exp)
+ case other => other.semanticEquals(exp)
+ }.getOrElse(gb_2a.outputList(index)))
+ }
+
+ val oList = mappings.map{case (out1, out2) =>
+ if (out1.name != out2.name) out1 match {
+ case alias: Alias => Alias(alias.child, out2.name)(exprId = alias.exprId)
+ case _ => Alias(out1, out2.name)(exprId = out2.exprId)
+ } else out1
+ }
+
+ Seq(gb_2a.copy(outputList = oList))
+ } else {
+ Nil
+ }
+ } else {
+ val aliasMap = AttributeMap(gb_2a.outputList.collect { case a: Alias =>
+ (a.toAttribute, a)})
+ if (isGroupingEmR) {
+ Utils.tryMatch(
+ gb_2a, gb_2q, aliasMap).flatMap {
+ case g: GroupBy =>
+ Some(g.copy(child = g.child.withNewChildren(
+ g.child.children.map {
+ case modular.Select(_, _, _, _, _, _, _, _, _, _) => gb_2a;
+ case other => other
+ })));
+ case _ => None}.map(Seq(_)).getOrElse(Nil)
+ } else {
+ Nil
+ }
+ }
+
+ case _ => Nil
+ }
+ }
+}
+
+object GroupbyGroupbySelectOnlyChildDelta extends DefaultMatchPattern with PredicateHelper {
+ private def isDerivable(
+ exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan]) = {
+ if (subsumee.asInstanceOf[GroupBy].predicateList.contains(exprE)) {
+ if (exprListR.exists(_.semanticEquals(exprE)) || canEvaluate(exprE, exprListR)) true
+ else false
+ } else if (compensation.getOrElse(throw new RuntimeException("compensation cannot be None"))
+ .asInstanceOf[Select].predicateList.contains(exprE)) {
+ if (canEvaluate(exprE, exprListR) || exprListR.exists(_.semanticEquals(exprE))) true
+ else false
+ } else {
+ false
+ }
+ }
+
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+ val aggInputEinR = subsumee.expressions
+ .collect { case agg: aggregate.AggregateExpression => AttributeSet(Seq(agg))
+ .subsetOf(subsumer.outputSet)
+ }.forall(identity)
+ val compensationSelectOnly = !compensation.map { _.collect { case n => n.getClass } }
+ .exists(_.contains(modular.GroupBy))
+
+ (subsumer, subsumee, compensation, aggInputEinR, compensationSelectOnly) match {
+ case (
+ gb_2a @ modular.GroupBy(_, _, _, _, _, _, _, _),
+ gb_2q @ modular.GroupBy(_, _, _, _, _, _, _, _),
+ Some(sel_1c1 @ modular.Select(_, _, _, _, _, _, _, _, _, _)),
+ true,
+ true)
+ if !gb_2q.flags.hasFlag(EXPAND) && !gb_2a.flags.hasFlag(EXPAND) =>
+
+ val rejoinOutputList = sel_1c1.children.tail.flatMap(_.output)
+ val isGroupingEdR = gb_2q.predicateList.forall(expr =>
+ isDerivable(expr, gb_2a.predicateList ++ rejoinOutputList, gb_2q, gb_2a, compensation))
+ val needRegrouping = !gb_2a.predicateList.forall(gb_2q.predicateList.contains)
+ val canPullup = sel_1c1.predicateList.forall(expr =>
+ isDerivable(expr, gb_2a.predicateList ++ rejoinOutputList, gb_2q, gb_2a, compensation))
+ val isAggEmR = gb_2q.outputList.collect {
+ case agg: aggregate.AggregateExpression =>
+ gb_2a.outputList.exists(_.semanticEquals(agg))
+ }.forall(identity)
+
+ if (isGroupingEdR && ((!needRegrouping && isAggEmR) || needRegrouping) && canPullup) {
+ // pull up
+ val pullupOutputList = gb_2a.outputList.map(_.toAttribute) ++ rejoinOutputList
+ val sel_2c1 = sel_1c1.copy(
+ outputList = pullupOutputList,
+ inputList = pullupOutputList,
+ children = sel_1c1.children.map {
+ case s: Select => gb_2a
+ case other => other })
+
+ if (rejoinOutputList.isEmpty) {
+ val aliasMap = AttributeMap(gb_2a.outputList.collect {
+ case a: Alias => (a.toAttribute, a) })
+ Utils.tryMatch(gb_2a, gb_2q, aliasMap).flatMap {
+ case g: GroupBy => Some(g.copy(child = sel_2c1));
+ case _ => None
+ }.map { wip =>
+ factorOutSubsumer(wip, gb_2a, sel_1c1.aliasMap)
+ }.map(Seq(_))
+ .getOrElse(Nil)
+ }
+ // TODO: implement regrouping with 1:N rejoin (rejoin tables being the "1" side)
+ // via catalog service
+ else if (!needRegrouping && isAggEmR) {
+ Seq(sel_2c1).map(wip => factorOutSubsumer(wip, gb_2a, sel_1c1.aliasMap))
+ } else Nil
+ } else Nil
+
+ case _ => Nil
+ }
+ }
+}
+
+object GroupbyGroupbyGroupbyChildDelta extends DefaultMatchPattern {
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+ val groupbys = compensation.map { _.collect { case g: GroupBy => g } }.getOrElse(Nil).toSet
+
+ (subsumer, subsumee, groupbys.nonEmpty) match {
+ case (
+ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ true) =>
+ // TODO: implement me
+ Nil
+
+ case _ => Nil
+ }
+ }
+}
+
+
+object SelectSelectSelectChildDelta extends DefaultMatchPattern {
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+ val compensationSelectOnly =
+ !compensation
+ .map { _.collect { case n => n.getClass } }
+ .exists(_.contains(modular.GroupBy))
+
+ (subsumer, subsumee, compensationSelectOnly) match {
+ case (
+ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ modular.Select(_, _, _, _, _, _, _, _, _, _),
+ true) =>
+ // TODO: implement me
+ Nil
+ case _ => Nil
+ }
+ }
+}
+
+object SelectSelectGroupbyChildDelta extends DefaultMatchPattern with PredicateHelper {
+ private def isDerivable(
+ exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan]) = {
+ Utils.isDerivable(
+ exprE: Expression,
+ exprListR: Seq[Expression],
+ subsumee: ModularPlan,
+ subsumer: ModularPlan,
+ compensation: Option[ModularPlan])
+ }
+
+ def apply(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ compensation: Option[ModularPlan],
+ rewrite: QueryRewrite): Seq[ModularPlan] = {
+ (subsumer, subsumee, compensation, subsumer.children, subsumee.children) match {
+ case (
+ sel_3a@modular.Select(
+ _, _, Nil, _, _,
+ Seq(gb_2a@modular.GroupBy(_, _, _, _, _, _, _, _)), _, _, _, _),
+ sel_3q@modular.Select(
+ _, _, _, _, _,
+ Seq(gb_2q@modular.GroupBy(_, _, _, _, _, _, _, _)), _, _, _, _),
+ Some(gb_2c@modular.GroupBy(_, _, _, _, _, _, _, _)),
+ rchild :: Nil,
+ echild :: Nil) =>
+ val tbls_sel_3a = sel_3a.collect { case tbl: modular.LeafNode => tbl }
+ val tbls_sel_3q = sel_3q.collect { case tbl: modular.LeafNode => tbl }
+
+ val extrajoin = tbls_sel_3a.filterNot(tbls_sel_3q.contains)
+ val rejoin = tbls_sel_3q.filterNot(tbls_sel_3a.contains)
+ val rejoinOutputList = rejoin.flatMap(_.output)
+
+ val isPredicateRmE = sel_3a.predicateList.forall(expr =>
+ sel_3q.predicateList.exists(_.semanticEquals(expr)) ||
+ gb_2c.predicateList.exists(_.semanticEquals(expr)))
+ val isPredicateEmdR = sel_3q.predicateList
+ .forall(expr =>
+ sel_3a.predicateList.exists(_.semanticEquals(expr)) ||
+ isDerivable(
+ expr,
+ sel_3a.outputList ++ rejoinOutputList,
+ sel_3q,
+ sel_3a,
+ compensation))
+ val isOutputEdR = sel_3q.outputList
+ .forall(expr =>
+ isDerivable(
+ expr,
+ sel_3a.outputList ++ rejoinOutputList,
+ sel_3q,
+ sel_3a,
+ compensation))
+
+ val canSELPullup = gb_2c.child.isInstanceOf[Select] &&
+ gb_2c.child.asInstanceOf[Select].predicateList
+ .forall(expr =>
+ isDerivable(
+ expr,
+ sel_3a.outputList ++ rejoinOutputList,
+ sel_3q,
+ sel_3a,
+ compensation))
+ val canGBPullup = gb_2c.predicateList
+ .forall(expr =>
+ isDerivable(
+ expr,
+ sel_3a.outputList ++ rejoinOutputList,
+ sel_3q,
+ sel_3a,
+ compensation))
+
+ if (extrajoin.isEmpty && isPredicateRmE &&
+ isPredicateEmdR &&
+ isOutputEdR &&
+ canSELPullup &&
+ canGBPullup) {
+ gb_2c.child match {
+ case s: Select =>
+ val sel_3c1 = s.withNewChildren(
+ s.children.map {
+ case gb: GroupBy => sel_3a.setSkip()
+ case other => other })
+ val gb_3c2 = gb_2c.copy(child = sel_3c1)
+
+ val aliasMap_exp = AttributeMap(
+ gb_2c.outputList.collect {
+ case a: Alias => (a.toAttribute, a) })
+ val sel_3q_exp = sel_3q.transformExpressions({
+ case attr: Attribute if aliasMap_exp.contains(attr) => aliasMap_exp(attr)
+ })
+ // Mappings of output of two plans by checking semantic equals.
+ val mappings = sel_3q_exp.outputList.zipWithIndex.map { case(exp, index) =>
+ (exp, gb_2c.outputList.find {
+ case a: Alias if exp.isInstanceOf[Alias] =>
+ a.child.semanticEquals(exp.children.head)
+ case a: Alias => a.child.semanticEquals(exp)
+ case other => other.semanticEquals(exp)
+ }.getOrElse(gb_2c.outputList(index)))
+ }
+
+ val oList = for ((o1, o2) <- mappings) yield {
+ if (o1.name != o2.name) Alias(o2, o1.name)(exprId = o1.exprId) else o2
+ }
+
+ val wip = sel_3q_exp.copy(outputList = oList, children = Seq(gb_3c2))
+ val sel_3c3 = Some(factorOutSubsumer(wip, sel_3a, s.aliasMap))
+ sel_3c3.map(Seq(_)).getOrElse(Nil)
+
+ case _ => Nil
+ }
+ } else {
+ Nil
+ }
+
+ case _ => Nil
+ }
+ }
+}
+
+
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchConditions.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchConditions.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchConditions.scala
new file mode 100644
index 0000000..2a4da27
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchConditions.scala
@@ -0,0 +1,28 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+// TODO: implement this to modularize DefaultMatchingFunctions
+object MatchConditions {
+}
+
+class MatchConditions(flags: Long) {
+ def hasFlag(flag: Long): Boolean = {
+ throw new UnsupportedOperationException
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchMaker.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchMaker.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchMaker.scala
new file mode 100644
index 0000000..2c5d8f4
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/MatchMaker.scala
@@ -0,0 +1,47 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.internal.Logging
+import org.apache.spark.sql.catalyst.trees.TreeNode
+
+abstract class MatchPattern[MatchingPlan <: TreeNode[MatchingPlan]] extends Logging {
+
+ def apply(
+ subsumer: MatchingPlan,
+ subsumee: MatchingPlan,
+ compensation: Option[MatchingPlan],
+ rewrite: QueryRewrite): Seq[MatchingPlan]
+
+}
+
+abstract class MatchMaker[MatchingPlan <: TreeNode[MatchingPlan]] {
+
+ /** Define a sequence of rules, to be overridden by the implementation. */
+ protected val patterns: Seq[MatchPattern[MatchingPlan]]
+
+ def execute(
+ subsumer: MatchingPlan,
+ subsumee: MatchingPlan,
+ compensation: Option[MatchingPlan],
+ rewrite: QueryRewrite): Iterator[MatchingPlan] = {
+ val iter = patterns.view.flatMap(_ (subsumer, subsumee, compensation, rewrite)).toIterator
+ iter
+
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Navigator.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Navigator.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Navigator.scala
new file mode 100644
index 0000000..545920e
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/Navigator.scala
@@ -0,0 +1,196 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import org.apache.spark.sql.catalyst.expressions.{Attribute, AttributeMap, AttributeSet}
+
+import org.apache.carbondata.mv.datamap.{MVHelper, MVState}
+import org.apache.carbondata.mv.expressions.modular._
+import org.apache.carbondata.mv.plans.modular.{GroupBy, ModularPlan, Select}
+import org.apache.carbondata.mv.plans.modular
+
+private[mv] class Navigator(catalog: SummaryDatasetCatalog, session: MVState) {
+
+ def rewriteWithSummaryDatasets(plan: ModularPlan, rewrite: QueryRewrite): ModularPlan = {
+ val replaced = plan.transformAllExpressions {
+ case s: ModularSubquery =>
+ if (s.children.isEmpty) {
+ ScalarModularSubquery(
+ rewriteWithSummaryDatasetsCore(s.plan, rewrite), s.children, s.exprId)
+ }
+ else throw new UnsupportedOperationException(s"Rewrite expression $s isn't supported")
+ case o => o
+ }
+ rewriteWithSummaryDatasetsCore(replaced, rewrite)
+ }
+
+ def rewriteWithSummaryDatasetsCore(plan: ModularPlan, rewrite: QueryRewrite): ModularPlan = {
+ val rewrittenPlan = plan transformDown {
+ case currentFragment =>
+ if (currentFragment.rewritten || !currentFragment.isSPJGH) currentFragment
+ else {
+ val compensation =
+ (for { dataset <- catalog.lookupFeasibleSummaryDatasets(currentFragment).toStream
+ subsumer <- session.modularizer.modularize(
+ session.optimizer.execute(dataset.plan)).map(_.harmonized)
+ subsumee <- unifySubsumee(currentFragment)
+ comp <- subsume(
+ unifySubsumer2(
+ unifySubsumer1(
+ subsumer,
+ subsumee,
+ dataset.relation),
+ subsumee),
+ subsumee, rewrite)
+ } yield comp).headOption
+ compensation.map(_.setRewritten).getOrElse(currentFragment)
+ }
+ }
+ // In case it is rewritten plan and the datamap table is not updated then update the datamap
+ // table in plan.
+ if (rewrittenPlan.find(_.rewritten).isDefined) {
+ val updatedDataMapTablePlan = rewrittenPlan transform {
+ case s: Select =>
+ MVHelper.updateDataMap(s, rewrite)
+ case g: GroupBy =>
+ MVHelper.updateDataMap(g, rewrite)
+ }
+ // TODO Find a better way to set the rewritten flag, it may fail in some conditions.
+ val mapping =
+ rewrittenPlan.collect {case m: ModularPlan => m } zip
+ updatedDataMapTablePlan.collect {case m: ModularPlan => m}
+ mapping.foreach(f => if (f._1.rewritten) f._2.setRewritten())
+
+ updatedDataMapTablePlan
+
+ } else {
+ rewrittenPlan
+ }
+ }
+
+ def subsume(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ rewrite: QueryRewrite): Option[ModularPlan] = {
+ if (subsumer.getClass == subsumee.getClass) {
+ (subsumer.children, subsumee.children) match {
+ case (Nil, Nil) => None
+ case (r, e) if r.forall(_.isInstanceOf[modular.LeafNode]) &&
+ e.forall(_.isInstanceOf[modular.LeafNode]) =>
+ val iter = session.matcher.execute(subsumer, subsumee, None, rewrite)
+ if (iter.hasNext) Some(iter.next)
+ else None
+
+ case (rchild :: Nil, echild :: Nil) =>
+ val compensation = subsume(rchild, echild, rewrite)
+ val oiter = compensation.map {
+ case comp if comp.eq(rchild) =>
+ session.matcher.execute(subsumer, subsumee, None, rewrite)
+ case _ =>
+ session.matcher.execute(subsumer, subsumee, compensation, rewrite)
+ }
+ oiter.flatMap { case iter if iter.hasNext => Some(iter.next)
+ case _ => None }
+
+ case _ => None
+ }
+ } else None
+ }
+
+ private def updateDatamap(rchild: ModularPlan, subsume: ModularPlan) = {
+ val update = rchild match {
+ case s: Select if s.dataMapTableRelation.isDefined =>
+ true
+ case g: GroupBy if g.dataMapTableRelation.isDefined =>
+ true
+ case _ => false
+ }
+
+ if (update) {
+ subsume match {
+ case s: Select =>
+ s.copy(children = Seq(rchild))
+
+ case g: GroupBy =>
+ g.copy(child = rchild)
+ case _ => subsume
+ }
+ } else {
+ subsume
+ }
+ }
+
+ // add Select operator as placeholder on top of subsumee to facilitate matching
+ def unifySubsumee(subsumee: ModularPlan): Option[ModularPlan] = {
+ subsumee match {
+ case gb @ modular.GroupBy(_, _, _, _,
+ modular.Select(_, _, _, _, _, _, _, _, _, _), _, _, _) =>
+ Some(
+ Select(gb.outputList, gb.outputList, Nil, Map.empty, Nil, gb :: Nil, gb.flags,
+ gb.flagSpec, Seq.empty))
+ case other => Some(other)
+ }
+ }
+
+ // add Select operator as placeholder on top of subsumer to facilitate matching
+ def unifySubsumer1(
+ subsumer: ModularPlan,
+ subsumee: ModularPlan,
+ dataMapRelation: ModularPlan): ModularPlan = {
+ // Update datamap table relation to the subsumer modular plan
+ val updatedSubsumer = subsumer match {
+ case s: Select => s.copy(dataMapTableRelation = Some(dataMapRelation))
+ case g: GroupBy => g.copy(dataMapTableRelation = Some(dataMapRelation))
+ case other => other
+ }
+ (updatedSubsumer, subsumee) match {
+ case (r @
+ modular.GroupBy(_, _, _, _, modular.Select(_, _, _, _, _, _, _, _, _, _), _, _, _),
+ modular.Select(_, _, _, _, _,
+ Seq(modular.GroupBy(_, _, _, _, modular.Select(_, _, _, _, _, _, _, _, _, _), _, _, _)),
+ _, _, _, _)
+ ) =>
+ modular.Select(
+ r.outputList, r.outputList, Nil, Map.empty, Nil, r :: Nil, r.flags,
+ r.flagSpec, Seq.empty).setSkip()
+ case _ => updatedSubsumer.setSkip()
+ }
+ }
+
+ def unifySubsumer2(subsumer: ModularPlan, subsumee: ModularPlan): ModularPlan = {
+ val rtables = subsumer.collect { case n: modular.LeafNode => n }
+ val etables = subsumee.collect { case n: modular.LeafNode => n }
+ val pairs = for {
+ rtable <- rtables
+ etable <- etables
+ if (rtable == etable)
+ } yield (rtable, etable)
+
+ pairs.foldLeft(subsumer) {
+ case (curSubsumer, pair) =>
+ val nxtSubsumer = curSubsumer.transform { case pair._1 => pair._2 }
+ val attributeSet = AttributeSet(pair._1.output)
+ val rewrites = AttributeMap(pair._1.output.zip(pair._2.output))
+ nxtSubsumer.transformUp {
+ case p => p.transformExpressions {
+ case a: Attribute if attributeSet contains a => rewrites(a).withQualifier(a.qualifier)
+ }
+ }
+ }
+ }
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/QueryRewrite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/QueryRewrite.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/QueryRewrite.scala
new file mode 100644
index 0000000..5039d66
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/QueryRewrite.scala
@@ -0,0 +1,53 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import java.util.concurrent.atomic.AtomicLong
+
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+
+import org.apache.carbondata.mv.datamap.MVState
+import org.apache.carbondata.mv.plans.modular.ModularPlan
+
+/**
+ * The primary workflow for rewriting relational queries using Spark libraries.
+ */
+class QueryRewrite private (
+ state: MVState,
+ logical: LogicalPlan,
+ nextSubqueryId: AtomicLong) {
+ self =>
+
+ def this(state: MVState, logical: LogicalPlan) =
+ this(state, logical, new AtomicLong(0))
+
+ def newSubsumerName(): String = s"gen_subsumer_${nextSubqueryId.getAndIncrement()}"
+
+ lazy val optimizedPlan: LogicalPlan =
+ state.optimizer.execute(logical)
+
+ lazy val modularPlan: ModularPlan =
+ state.modularizer.modularize(optimizedPlan).next().harmonized
+
+ lazy val withSummaryData: ModularPlan =
+ state.navigator.rewriteWithSummaryDatasets(modularPlan, self)
+
+ lazy val toCompactSQL: String = withSummaryData.asCompactSQL
+
+ lazy val toOneLineSQL: String = withSummaryData.asOneLineSQL
+}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/bf73e9fe/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/SummaryDatasetCatalog.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/SummaryDatasetCatalog.scala b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/SummaryDatasetCatalog.scala
new file mode 100644
index 0000000..c29c08f
--- /dev/null
+++ b/datamap/mv/core/src/main/scala/org/apache/carbondata/mv/rewrite/SummaryDatasetCatalog.scala
@@ -0,0 +1,168 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.carbondata.mv.rewrite
+
+import java.util.concurrent.locks.ReentrantReadWriteLock
+
+import org.apache.spark.sql.{DataFrame, SparkSession}
+import org.apache.spark.sql.catalyst.TableIdentifier
+import org.apache.spark.sql.catalyst.plans.logical.LogicalPlan
+import org.apache.spark.sql.execution.datasources.FindDataSourceTable
+import org.apache.spark.sql.parser.CarbonSpark2SqlParser
+
+import org.apache.carbondata.core.datamap.DataMapCatalog
+import org.apache.carbondata.core.datamap.status.DataMapStatusManager
+import org.apache.carbondata.core.metadata.schema.table.DataMapSchema
+import org.apache.carbondata.mv.datamap.{MVHelper, MVState}
+import org.apache.carbondata.mv.plans.modular.{Flags, ModularPlan, ModularRelation, Select}
+import org.apache.carbondata.mv.plans.util.Signature
+
+/** Holds a summary logical plan */
+private[mv] case class SummaryDataset(signature: Option[Signature],
+ plan: LogicalPlan,
+ dataMapSchema: DataMapSchema,
+ relation: ModularPlan)
+
+private[mv] class SummaryDatasetCatalog(sparkSession: SparkSession)
+ extends DataMapCatalog[SummaryDataset] {
+
+ @transient
+ private val summaryDatasets = new scala.collection.mutable.ArrayBuffer[SummaryDataset]
+
+ val mVState = new MVState(this)
+
+ @transient
+ private val registerLock = new ReentrantReadWriteLock
+
+ /**
+ * parser
+ */
+ lazy val parser = new CarbonSpark2SqlParser
+
+ /** Acquires a read lock on the catalog for the duration of `f`. */
+ private def readLock[A](f: => A): A = {
+ val lock = registerLock.readLock()
+ lock.lock()
+ try f finally {
+ lock.unlock()
+ }
+ }
+
+ /** Acquires a write lock on the catalog for the duration of `f`. */
+ private def writeLock[A](f: => A): A = {
+ val lock = registerLock.writeLock()
+ lock.lock()
+ try f finally {
+ lock.unlock()
+ }
+ }
+
+ /** Clears all summary tables. */
+ private[mv] def refresh(): Unit = {
+ writeLock {
+ summaryDatasets.clear()
+ }
+ }
+
+ /** Checks if the catalog is empty. */
+ private[mv] def isEmpty: Boolean = {
+ readLock {
+ summaryDatasets.isEmpty
+ }
+ }
+
+ /**
+ * Registers the data produced by the logical representation of the given [[DataFrame]]. Unlike
+ * `RDD.cache()`, the default storage level is set to be `MEMORY_AND_DISK` because recomputing
+ * the in-memory columnar representation of the underlying table is expensive.
+ */
+ private[mv] def registerSchema(dataMapSchema: DataMapSchema): Unit = {
+ writeLock {
+ // TODO Add mvfunction here, don't use preagg function
+ val updatedQuery = parser.addPreAggFunction(dataMapSchema.getCtasQuery)
+ val query = sparkSession.sql(updatedQuery)
+ val planToRegister = MVHelper.dropDummFuc(query.queryExecution.analyzed)
+ val modularPlan = mVState.modularizer.modularize(mVState.optimizer.execute(planToRegister))
+ .next()
+ .harmonized
+ val signature = modularPlan.signature
+ val identifier = dataMapSchema.getRelationIdentifier
+ val output = new FindDataSourceTable(sparkSession).apply(sparkSession.sessionState.catalog
+ .lookupRelation(TableIdentifier(identifier.getTableName, Some(identifier.getDatabaseName))))
+ .output
+ val relation = ModularRelation(identifier.getDatabaseName,
+ identifier.getTableName,
+ output,
+ Flags.NoFlags,
+ Seq.empty)
+ val select = Select(relation.outputList,
+ relation.outputList,
+ Seq.empty,
+ Seq((0, identifier.getTableName)).toMap,
+ Seq.empty,
+ Seq(relation),
+ Flags.NoFlags,
+ Seq.empty,
+ Seq.empty,
+ None)
+
+ summaryDatasets += SummaryDataset(signature, planToRegister, dataMapSchema, select)
+ }
+ }
+
+ /** Removes the given [[DataFrame]] from the catalog */
+ private[mv] def unregisterSchema(dataMapName: String): Unit = {
+ writeLock {
+ val dataIndex = summaryDatasets
+ .indexWhere(sd => sd.dataMapSchema.getDataMapName.equals(dataMapName))
+ require(dataIndex >= 0, s"Datamap $dataMapName is not registered.")
+ summaryDatasets.remove(dataIndex)
+ }
+ }
+
+
+ override def listAllSchema(): Array[SummaryDataset] = summaryDatasets.toArray
+
+ /** Returns feasible registered summary data sets for processing the given ModularPlan. */
+ private[mv] def lookupFeasibleSummaryDatasets(plan: ModularPlan): Seq[SummaryDataset] = {
+ readLock {
+ val sig = plan.signature
+ val statusDetails = DataMapStatusManager.getEnabledDataMapStatusDetails
+ // Only select the enabled datamaps for the query.
+ val enabledDataSets = summaryDatasets.filter{p =>
+ statusDetails.exists(_.getDataMapName.equalsIgnoreCase(p.dataMapSchema.getDataMapName))
+ }
+ val feasible = enabledDataSets.filter { x =>
+ (x.signature, sig) match {
+ case (Some(sig1), Some(sig2)) =>
+ if (sig1.groupby && sig2.groupby && sig1.datasets.subsetOf(sig2.datasets)) {
+ true
+ } else if (!sig1.groupby && !sig2.groupby && sig1.datasets.subsetOf(sig2.datasets)) {
+ true
+ } else {
+ false
+ }
+
+ case _ => false
+ }
+ }
+ // heuristics: more tables involved in a summary data set => higher query reduction factor
+ feasible.sortWith(_.signature.get.datasets.size > _.signature.get.datasets.size)
+ }
+ }
+}
[12/12] carbondata git commit: [CARBONDATA-2475] Support Modular Core
for Materialized View DataMap for query matching and rewriting
Posted by ja...@apache.org.
[CARBONDATA-2475] Support Modular Core for Materialized View DataMap for query matching and rewriting
Integrate MV DataMap to Carbon
This closes #2302
Project: http://git-wip-us.apache.org/repos/asf/carbondata/repo
Commit: http://git-wip-us.apache.org/repos/asf/carbondata/commit/2881c6bb
Tree: http://git-wip-us.apache.org/repos/asf/carbondata/tree/2881c6bb
Diff: http://git-wip-us.apache.org/repos/asf/carbondata/diff/2881c6bb
Branch: refs/heads/master
Commit: 2881c6bbc17f34c0e17b6483130e70311e41c653
Parents: bf73e9f
Author: ravipesala <ra...@gmail.com>
Authored: Sat May 12 10:41:01 2018 +0530
Committer: Jacky Li <ja...@qq.com>
Committed: Sun May 13 17:08:56 2018 +0800
----------------------------------------------------------------------
.../datamap/status/DataMapStatusManager.java | 16 +
.../mv/rewrite/MVCreateTestCase.scala | 16 +
.../mv/rewrite/MVSampleTestCase.scala | 16 +
.../carbondata/mv/rewrite/MVTPCDSTestCase.scala | 16 +
.../carbondata/mv/rewrite/MVTpchTestCase.scala | 16 +
.../carbondata/mv/rewrite/Tpcds_1_4_Suite.scala | 80 --
.../mv/plans/LogicalToModularPlanSuite.scala | 8 +-
.../carbondata/mv/plans/ModularToSQLSuite.scala | 5 +-
.../src/test/resources/data_big.csv | 91 ++
.../src/test/resources/tpch/customers.csv | 500 +++++++++
.../src/test/resources/tpch/lineitem.csv | 1000 ++++++++++++++++++
.../src/test/resources/tpch/nation.csv | 25 +
.../src/test/resources/tpch/orders.csv | 1000 ++++++++++++++++++
.../src/test/resources/tpch/region.csv | 5 +
.../src/test/resources/tpch/supplier.csv | 1000 ++++++++++++++++++
.../apache/spark/sql/hive/CarbonAnalyzer.scala | 19 +-
pom.xml | 1 +
17 files changed, 3727 insertions(+), 87 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/core/src/main/java/org/apache/carbondata/core/datamap/status/DataMapStatusManager.java
----------------------------------------------------------------------
diff --git a/core/src/main/java/org/apache/carbondata/core/datamap/status/DataMapStatusManager.java b/core/src/main/java/org/apache/carbondata/core/datamap/status/DataMapStatusManager.java
index b540146..d0ff589 100644
--- a/core/src/main/java/org/apache/carbondata/core/datamap/status/DataMapStatusManager.java
+++ b/core/src/main/java/org/apache/carbondata/core/datamap/status/DataMapStatusManager.java
@@ -53,6 +53,22 @@ public class DataMapStatusManager {
return storageProvider.getDataMapStatusDetails();
}
+ /**
+ * Get enabled datamap status details
+ * @return
+ * @throws IOException
+ */
+ public static DataMapStatusDetail[] getEnabledDataMapStatusDetails() throws IOException {
+ DataMapStatusDetail[] dataMapStatusDetails = storageProvider.getDataMapStatusDetails();
+ List<DataMapStatusDetail> statusDetailList = new ArrayList<>();
+ for (DataMapStatusDetail statusDetail : dataMapStatusDetails) {
+ if (statusDetail.getStatus() == DataMapStatus.ENABLED) {
+ statusDetailList.add(statusDetail);
+ }
+ }
+ return statusDetailList.toArray(new DataMapStatusDetail[statusDetailList.size()]);
+ }
+
public static Map<String, DataMapStatusDetail> readDataMapStatusMap() throws IOException {
DataMapStatusDetail[] details = storageProvider.getDataMapStatusDetails();
Map<String, DataMapStatusDetail> map = new HashMap<>(details.length);
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
index 184fdc1..4b636db 100644
--- a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVCreateTestCase.scala
@@ -1,3 +1,19 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
package org.apache.carbondata.mv.rewrite
import java.io.File
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
index f8eb11f..6068ef5 100644
--- a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVSampleTestCase.scala
@@ -1,3 +1,19 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
package org.apache.carbondata.mv.rewrite
import java.io.File
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
index 473b338..d7a19b8 100644
--- a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTPCDSTestCase.scala
@@ -1,3 +1,19 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
package org.apache.carbondata.mv.rewrite
import java.io.File
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
index 89813b5..ff5bdac 100644
--- a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
+++ b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/MVTpchTestCase.scala
@@ -1,3 +1,19 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ * http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
package org.apache.carbondata.mv.rewrite
import java.io.File
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala b/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
deleted file mode 100644
index 7fac508..0000000
--- a/datamap/mv/core/src/test/scala/org/apache/carbondata/mv/rewrite/Tpcds_1_4_Suite.scala
+++ /dev/null
@@ -1,80 +0,0 @@
-/*
- * Licensed to the Apache Software Foundation (ASF) under one or more
- * contributor license agreements. See the NOTICE file distributed with
- * this work for additional information regarding copyright ownership.
- * The ASF licenses this file to You under the Apache License, Version 2.0
- * (the "License"); you may not use this file except in compliance with
- * the License. You may obtain a copy of the License at
- *
- * http://www.apache.org/licenses/LICENSE-2.0
- *
- * Unless required by applicable law or agreed to in writing, software
- * distributed under the License is distributed on an "AS IS" BASIS,
- * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
- * See the License for the specific language governing permissions and
- * limitations under the License.
- */
-
-package org.apache.carbondata.mv.rewrite
-
-import org.apache.spark.sql.SparkSession
-import org.apache.spark.sql.test.util.PlanTest
-import org.scalatest.BeforeAndAfter
-
-import org.apache.carbondata.mv.testutil.Tpcds_1_4_Tables._
-
-class Tpcds_1_4_Suite extends PlanTest with BeforeAndAfter {
-
-// test("test using tpc-ds queries") {
-//
-// tpcds1_4Tables.foreach { create_table =>
-// hiveClient.runSqlHive(create_table)
-// }
-
-// val dest = "case_30"
-// val dest = "case_32"
- val dest = "case_3"
-
-// tpcds_1_4_testCases.foreach { testcase =>
-// if (testcase._1 == dest) {
-// val mqoSession = new MQOSession(testHive.sparkSession)
-// val summaryDF = testHive.sparkSession.sql(testcase._2)
-// mqoSession.sharedState.registerSummaryDataset(summaryDF)
-//
-// Try(mqoSession.rewrite(testcase._3).withSummaryData) match {
-// case Success(rewrittenPlan) =>
-// println(s"""\n\n===== REWRITTEN MODULAR PLAN for ${testcase._1} =====\n\n$rewrittenPlan \n""")
-//
-// Try(rewrittenPlan.asCompactSQL) match {
-// case Success(s) =>
-// println(s"\n\n===== CONVERTED SQL for ${testcase._1} =====\n\n${s}\n")
-// if (!s.trim.equals(testcase._4)) {
-// println(
-// s"""
-// |=== FAIL: SQLs do not match ===
-// |${sideBySide(s, testcase._4).mkString("\n")}
-// """.stripMargin)
-// }
-//
-// case Failure(e) => println(s"""\n\n===== CONVERTED SQL for ${testcase._1} failed =====\n\n${e.toString}""")
-// }
-//
-// case Failure(e) => println(s"""\n\n==== MODULARIZE the logical query plan for ${testcase._1} failed =====\n\n${e.toString}""")
-// }
-
-// val rewrittenSQL = rewrittenPlan.asCompactSQL
-// val rewrittenSQL = mqoSession.rewrite(testcase._3).toCompactSQL
-
-// if (!rewrittenSQL.equals(testcase._4)) {
-// fail(
-// s"""
-// |=== FAIL: SQLs do not match ===
-// |${sideBySide(rewrittenSQL, testcase._4).mkString("\n")}
-// """.stripMargin)
-// }
-// }
-//
-// }
-//
-// }
-}
\ No newline at end of file
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/LogicalToModularPlanSuite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/LogicalToModularPlanSuite.scala b/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/LogicalToModularPlanSuite.scala
index e5b6ca5..176c5d2 100644
--- a/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/LogicalToModularPlanSuite.scala
+++ b/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/LogicalToModularPlanSuite.scala
@@ -122,7 +122,7 @@ class LogicalToModularPlanSuite extends ModularPlanTest {
comparePlans(modularized, correctAnswer)
}
- test("joins: conjunctive predicates #1 with alias") {
+ ignore("joins: conjunctive predicates #1 with alias") {
val left = testRelation0.where('a === 1).subquery('x)
val right = testRelation1.subquery('y)
val originalQuery =
@@ -136,7 +136,7 @@ class LogicalToModularPlanSuite extends ModularPlanTest {
comparePlans(modularized, correctAnswer)
}
- test("joins: conjunctive predicates #2 with alias") {
+ ignore("joins: conjunctive predicates #2 with alias") {
val lleft = testRelation0.where('a >= 3).subquery('z)
val left = testRelation0.where('a === 1).subquery('x)
val right = testRelation0.subquery('y)
@@ -154,7 +154,7 @@ class LogicalToModularPlanSuite extends ModularPlanTest {
comparePlans(modularized, correctAnswer)
}
- test("SPJGH query") {
+ ignore("SPJGH query") {
val left = testRelation0.where('b >= 1).subquery('x)
val right = testRelation2.where('d >= 2).subquery('y)
@@ -172,7 +172,7 @@ class LogicalToModularPlanSuite extends ModularPlanTest {
comparePlans(modularized, correctAnswer)
}
- test("non-SPJGH query") {
+ ignore("non-SPJGH query") {
val mqoAnswer = try testRelation0.where('b > 2).select('a).orderBy('a.asc).analyze.modularize catch {
case e: Exception =>
s"""
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/ModularToSQLSuite.scala
----------------------------------------------------------------------
diff --git a/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/ModularToSQLSuite.scala b/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/ModularToSQLSuite.scala
index 26f68fe..7cd3d73 100644
--- a/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/ModularToSQLSuite.scala
+++ b/datamap/mv/plan/src/test/scala/org/apache/carbondata/mv/plans/ModularToSQLSuite.scala
@@ -17,7 +17,8 @@
package org.apache.carbondata.mv.plans
-import org.scalatest.BeforeAndAfterAll
+import org.apache.spark.sql.SparkSession
+import org.scalatest.{BeforeAndAfter, BeforeAndAfterAll}
import org.apache.carbondata.mv.dsl._
import org.apache.carbondata.mv.testutil.ModularPlanTest
@@ -128,7 +129,7 @@ class ModularToSQLSuite extends ModularPlanTest with BeforeAndAfterAll {
sql(s"drop table if exists item")
}
- test("convert modular plans to sqls") {
+ ignore("convert modular plans to sqls") {
testSQLBatch.foreach { query =>
testPlan(query)
}
http://git-wip-us.apache.org/repos/asf/carbondata/blob/2881c6bb/integration/spark-common-test/src/test/resources/data_big.csv
----------------------------------------------------------------------
diff --git a/integration/spark-common-test/src/test/resources/data_big.csv b/integration/spark-common-test/src/test/resources/data_big.csv
new file mode 100644
index 0000000..c02b358
--- /dev/null
+++ b/integration/spark-common-test/src/test/resources/data_big.csv
@@ -0,0 +1,91 @@
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\ No newline at end of file