CREATE OR REPLACE STREAM "CLICKSTREAM" ( "CLICKCOUNT" DOUBLE ); CREATE OR REPLACE PUMP "CLICKPUMP" AS INSERT INTO "CLICKSTREAM" ("CLICKCOUNT") SELECT STREAM COUNT(*) FROM "SOURCE_SQL_STREAM_001" WHERE "browseraction" = 'Click' GROUP BY FLOOR( ("SOURCE_SQL_STREAM_001".ROWTIME - TIMESTAMP '1970-01-01 00:00:00') SECOND / 10 TO SECOND ); CREATE OR REPLACE STREAM "IMPRESSIONSTREAM" ( "IMPRESSIONCOUNT" DOUBLE ); CREATE OR REPLACE PUMP "IMPRESSIONPUMP" AS INSERT INTO "IMPRESSIONSTREAM" ("IMPRESSIONCOUNT") SELECT STREAM COUNT(*) FROM "SOURCE_SQL_STREAM_001" WHERE "browseraction" = 'Impression' GROUP BY FLOOR( ("SOURCE_SQL_STREAM_001".ROWTIME - TIMESTAMP '1970-01-01 00:00:00') SECOND / 10 TO SECOND ); CREATE OR REPLACE STREAM "CTRSTREAM" ( "CTR" DOUBLE ); CREATE OR REPLACE PUMP "CTRPUMP" AS INSERT INTO "CTRSTREAM" ("CTR") SELECT STREAM "CLICKCOUNT" / "IMPRESSIONCOUNT" * 100.000 as "CTR" FROM "IMPRESSIONSTREAM", "CLICKSTREAM" WHERE "IMPRESSIONSTREAM".ROWTIME = "CLICKSTREAM".ROWTIME; CREATE OR REPLACE STREAM "DESTINATION_SQL_STREAM" ( "CTRPERCENT" DOUBLE, "ANOMALY_SCORE" DOUBLE ); CREATE OR REPLACE PUMP "OUTPUT_PUMP" AS INSERT INTO "DESTINATION_SQL_STREAM" SELECT STREAM * FROM TABLE (RANDOM_CUT_FOREST( CURSOR(SELECT STREAM "CTR" FROM "CTRSTREAM"), --inputStream 100, --numberOfTrees (default) 12, --subSampleSize 100000, --timeDecay (default) 1) --shingleSize (default) ) WHERE ANOMALY_SCORE > 2;