Input Table
The following table contains grocery_transaction data.
DROP TABLE grocery_transaction; CREATE TABLE grocery_transaction (tranid int, period varchar(20), storeid int, region varchar(20), item varchar(20), sku int, category varchar(20)) Primary index(tranid); insert into grocery_transaction values(999,'20100715',1,'west','milk',1,'dairy'); insert into grocery_transaction values(999,'20100715',1,'west','butter',2,'dairy'); insert into grocery_transaction values(999,'20100715',1,'west','eggs',3,'dairy'); insert into grocery_transaction values(999,'19990715',1,'west','flour',4,'baking'); insert into grocery_transaction values(999,'19990715',1,'west','spinach',4,'produce'); insert into grocery_transaction values(1000,'20100715',1,'west','milk',1,'dairy'); insert into grocery_transaction values(1000,'20100715',1,'west','eggs',3,'dairy'); insert into grocery_transaction values(1000,'19990715',1,'west','flour',4,'baking'); insert into grocery_transaction values(1000,'19990715',1,'west','spinach',2,'produce'); insert into grocery_transaction values(1001,'20100715',1,'west','milk',1,'dairy'); insert into grocery_transaction values(1001,'20100715',1,'west','butter',2,'dairy'); insert into grocery_transaction values(1001,'20100715',1,'west','eggs',3,'dairy'); insert into grocery_transaction values(1002,'20100715',1,'west','milk',1,'dairy'); insert into grocery_transaction values(1002,'20100715',1,'west','butter',2,'dairy'); insert into grocery_transaction values(1002,'20100715',1,'west','spinach',3,'produce'); insert into grocery_transaction values(1500,'20100715',3,'west','butter',2,'dairy'); insert into grocery_transaction values(1500,'20100715',3,'west','eggs',3,'dairy'); insert into grocery_transaction values(1500,'20100715',3,'west','flour',4,'baking');
SELECT Statement
SELECT * from grocery_transaction order by 1;
Result:
tranid | period | storeid | region | item | sku | category |
---|---|---|---|---|---|---|
999 | 20100715 | 1 | west | eggs | 3 | dairy |
999 | 19990715 | 1 | west | spinach | 4 | produce |
999 | 19990715 | 1 | west | flour | 4 | baking |
999 | 20100715 | 1 | west | butter | 2 | dairy |
999 | 20100715 | 1 | west | milk | 1 | dairy |
1000 | 19990715 | 1 | west | flour | 4 | baking |
1000 | 19990715 | 1 | west | spinach | 2 | produce |
1000 | 20100715 | 1 | west | eggs | 3 | dairy |
1000 | 20100715 | 1 | west | milk | 1 | dairy |
1001 | 20100715 | 1 | west | eggs | 3 | dairy |
1001 | 20100715 | 1 | west | butter | 2 | dairy |
1001 | 20100715 | 1 | west | milk | 1 | dairy |
1002 | 20100715 | 1 | west | spinach | 3 | produce |
1002 | 20100715 | 1 | west | butter | 2 | dairy |
1002 | 20100715 | 1 | west | milk | 1 | dairy |
1500 | 20100715 | 3 | west | flour | 4 | baking |
1500 | 20100715 | 3 | west | eggs | 3 | dairy |
1500 | 20100715 | 3 | west | butter | 2 | dairy |
Query 1 - Use Case without PartitionColumns
SELECT * FROM TD_CFilter ( ON grocery_transaction AS InputTable USING TargetColumn ('item') TransactionIDColumns ('tranid') MaxDistinctItems(100) ) AS dt Order By 1,2;
Result:
TD_item1 | TD_item2 | cntb | cnt1 | cnt2 | score | support | confidence | lift | z_score |
---|---|---|---|---|---|---|---|---|---|
butter | eggs | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
butter | flour | 2 | 4 | 3 | 3.333333333333330E-01 | 4.000000000000000E-01 | 5.000000000000000E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
butter | milk | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
butter | spinach | 2 | 4 | 3 | 3.333333333333330E-01 | 4.000000000000000E-01 | 5.000000000000000E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
eggs | butter | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
eggs | flour | 3 | 4 | 3 | 7.500000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 1.25000000000000E 000 | 1.00000000000000E 000 |
eggs | milk | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
eggs | spinach | 2 | 4 | 3 | 3.333333333333330E-01 | 4.000000000000000E-01 | 5.000000000000000E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
flour | butter | 2 | 3 | 4 | 3.333333333333330E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
flour | eggs | 3 | 3 | 4 | 7.500000000000000E-01 | 6.000000000000000E-01 | 1.00000000000000E 000 | 1.25000000000000E 000 | 1.00000000000000E 000 |
flour | milk | 2 | 3 | 4 | 3.333333333333330E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
flour | spinach | 2 | 3 | 3 | 4.444444444444440E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 1.11111111111111E 000 | -1.00000000000000E 000 |
milk | butter | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
milk | eggs | 3 | 4 | 4 | 5.625000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 9.375000000000000E-01 | 1.00000000000000E 000 |
mlik | flour | 2 | 4 | 3 | 3.333333333333330E-01 | 4.000000000000000E-01 | 5.000000000000000E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
milk | spinach | 3 | 4 | 3 | 7.500000000000000E-01 | 6.000000000000000E-01 | 7.500000000000000E-01 | 1.25000000000000E 000 | 1.00000000000000E 000 |
spinach | butter | 2 | 3 | 4 | 3.333333333333330E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
spinach | eggs | 2 | 3 | 4 | 3.333333333333330E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 8.333333333333330E-01 | -1.00000000000000E 000 |
spinach | flour | 2 | 3 | 3 | 4.444444444444440E-01 | 4.000000000000000E-01 | 6.666666666666670E-01 | 1.11111111111111E 000 | -1.00000000000000E 000 |
spinach | milk | 3 | 3 | 4 | 7.500000000000000E-01 | 6.000000000000000E-01 | 1.00000000000000E 000 | 1.25000000000000E 000 | 1.00000000000000E 000 |
Query 2 - Use Case with PartitionColumns
SELECT * FROM TD_CFilter ( ON grocery_transaction AS InputTable USING TargetColumn ('item') TransactionIDColumns ('tranid') PartitionColumns ('storeid') MaxDistinctItems(100) ) AS dt Order By 1,2,3;
Result:
storeid | TD_item1 | TD_item2 | cntb | cnt1 | cnt2 | score | support | confidence | lift | z_score |
---|---|---|---|---|---|---|---|---|---|---|
1 | butter | eggs | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | butter | flour | 1 | 3 | 2 | 1.666666666666670E-01 | 2.500000000000000E-01 | 3.333333333333330E-01 | 6.666666666666670E-01 | -2.00000000000000E 000 |
1 | butter | milk | 3 | 3 | 4 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.33333333333333E 000 |
1 | butter | spinach | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | eggs | butter | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | eggs | flour | 2 | 3 | 2 | 6.666666666666670E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 1.33333333333333E 000 | -3.333333333333340E-01 |
1 | eggs | milk | 3 | 3 | 4 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.33333333333333E 000 |
1 | eggs | spinach | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | flour | butter | 1 | 2 | 3 | 1.666666666666670E-01 | 2.500000000000000E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | -2.00000000000000E 000 |
1 | flour | eggs | 2 | 2 | 3 | 6.666666666666670E-01 | 5.000000000000000E-01 | 1.00000000000000E 000 | 1.33333333333333E 000 | -3.333333333333340E-01 |
1 | flour | milk | 2 | 2 | 4 | 5.000000000000000E-01 | 5.000000000000000E-01 | 1.00000000000000E 000 | 1.00000000000000E 000 | -3.333333333333340E-01 |
1 | flour | spinach | 2 | 2 | 3 | 6.666666666666670E-01 | 5.000000000000000E-01 | 1.00000000000000E 000 | 1.33333333333333E 000 | -3.333333333333340E-01 |
1 | milk | butter | 3 | 4 | 3 | 7.500000000000000E-01 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.33333333333333E 000 |
1 | milk | eggs | 3 | 4 | 3 | 7.500000000000000E-01 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.33333333333333E 000 |
1 | milk | flour | 2 | 4 | 2 | 5.000000000000000E-01 | 5.000000000000000E-01 | 5.000000000000000E-01 | 1.00000000000000E 000 | -3.333333333333340E-01 |
1 | milk | spinach | 3 | 4 | 3 | 7.500000000000000E-01 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.33333333333333E 000 |
1 | spinach | butter | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | spinach | eggs | 2 | 3 | 3 | 4.444444444444440E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 8.888888888888890E-01 | -3.333333333333340E-01 |
1 | spinach | flour | 2 | 3 | 2 | 6.666666666666670E-01 | 5.000000000000000E-01 | 6.666666666666670E-01 | 1.33333333333333E 000 | -3.333333333333340E-01 |
1 | spinach | milk | 3 | 3 | 4 | 7.500000000000000E-01 | 7.500000000000000E-01 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.33333333333333E 000 |
3 | butter | eggs | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |
3 | butter | flour | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |
3 | eggs | butter | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |
3 | eggs | flour | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |
3 | flour | butter | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |
3 | flour | eggs | 1 | 1 | 1 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | 1.00000000000000E 000 | ? |