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SAP HANA Predictive Analysis Library (PAL)

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CREATE COLUMN TABLE <strong>PAL</strong>_KMEANS_CENTERS_TBL LIKE <strong>PAL</strong>_KMEANS_CENTERS_T;<br />

CALL DM_<strong>PAL</strong>.<strong>PAL</strong>_KMEANS_PROC(<strong>PAL</strong>_KMEANS_DATA_TBL, "#<strong>PAL</strong>_CONTROL_TBL",<br />

<strong>PAL</strong>_KMEANS_RESASSIGN_TBL, <strong>PAL</strong>_KMEANS_CENTERS_TBL) WITH OVERVIEW;<br />

SELECT * FROM <strong>PAL</strong>_KMEANS_CENTERS_TBL;<br />

SELECT * FROM <strong>PAL</strong>_KMEANS_RESASSIGN_TBL;<br />

DROP TABLE <strong>PAL</strong>_KMEANS_RESULT_TBL;<br />

CREATE COLUMN TABLE <strong>PAL</strong>_KMEANS_RESULT_TBL(<br />

"AGE" DOUBLE,<br />

"INCOME" DOUBLE,<br />

"LEVEL" INT<br />

);<br />

TRUNCATE TABLE <strong>PAL</strong>_KMEANS_RESULT_TBL;<br />

INSERT INTO <strong>PAL</strong>_KMEANS_RESULT_TBL(<br />

SELECT <strong>PAL</strong>_KMEANS_DATA_TBL.AGE, <strong>PAL</strong>_KMEANS_DATA_TBL.INCOME,<br />

<strong>PAL</strong>_KMEANS_RESASSIGN_TBL.CENTER_ASSIGN<br />

FROM <strong>PAL</strong>_KMEANS_RESASSIGN_TBL<br />

INNER JOIN <strong>PAL</strong>_KMEANS_DATA_TBL<br />

ON <strong>PAL</strong>_KMEANS_RESASSIGN_TBL.ID = <strong>PAL</strong>_KMEANS_DATA_TBL.ID<br />

);<br />

SELECT * FROM <strong>PAL</strong>_KMEANS_RESULT_TBL;<br />

The result should show the following in <strong>PAL</strong>_KMEANS_RESULT_TBL:<br />

Step 2<br />

Use the above output as the training data of C4.5 Decision Tree. The C4.5 Decision Tree function will generate<br />

a tree model which maps the observations about an item to the conclusions about the item's target value.<br />

SET SCHEMA DM_<strong>PAL</strong>;<br />

DROP TYPE <strong>PAL</strong>_CDT_DATA_T;<br />

CREATE TYPE <strong>PAL</strong>_CDT_DATA_T AS TABLE(<br />

"AGE" DOUBLE,<br />

"INCOME" DOUBLE,<br />

"LEVEL" INT<br />

);<br />

DROP TYPE <strong>PAL</strong>_CDT_JSONMODEL_T;<br />

CREATE TYPE <strong>PAL</strong>_CDT_JSONMODEL_T AS TABLE(<br />

"ID" INT,<br />

"JSONMODEL" VARCHAR(5000)<br />

);<br />

DROP TYPE <strong>PAL</strong>_CDT_PMMLMODEL_T;<br />

CREATE TYPE <strong>PAL</strong>_CDT_PMMLMODEL_T AS TABLE(<br />

"ID" INT,<br />

"PMMLMODEL" VARCHAR(5000)<br />

);<br />

DROP TYPE <strong>PAL</strong>_CONTROL_T;<br />

CREATE TYPE <strong>PAL</strong>_CONTROL_T AS TABLE(<br />

"NAME" VARCHAR (100),<br />

"INTARGS" INTEGER,<br />

"DOUBLEARGS" DOUBLE,<br />

554 P U B L I C<br />

<strong>SAP</strong> <strong>HANA</strong> <strong>Predictive</strong> <strong>Analysis</strong> <strong>Library</strong> (<strong>PAL</strong>)<br />

End-to-End Scenarios

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