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SAP HANA Predictive Analysis Library (PAL)

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Table 154:<br />

Predicted Categories<br />

ActualCategories setosa versicolor virginica<br />

setosa 50 0 0<br />

versicolor 0 47 3<br />

virginica 0 4 46<br />

Examples<br />

Assume that:<br />

●<br />

●<br />

●<br />

DM_<strong>PAL</strong> is a schema belonging to USER1; and<br />

USER1 has been assigned the AFLPM_CREATOR_ERASER_EXECUTE role; and<br />

USER1 has been assigned the AFL__SYS_AFL_AFL<strong>PAL</strong>_EXECUTE or<br />

AFL__SYS_AFL_AFL<strong>PAL</strong>_EXECUTE_WITH_GRANT_OPTION role.<br />

Example 1: Logistic regression<br />

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

DROP TYPE CV_LR_DATA_T;<br />

CREATE TYPE CV_LR_DATA_T AS TABLE("ROWID" INTEGER, "FACTOR1" INT ,<br />

"FACTOR2" DOUBLE ,<br />

"FACTOR3" DOUBLE ,<br />

"FACTOR4" VARCHAR(20),<br />

"LABEL" INTEGER );<br />

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

CREATE TYPE <strong>PAL</strong>_CONTROL_T AS TABLE("NAME" VARCHAR(50), "INTARGS" INTEGER,<br />

"DOUBLEARGS" DOUBLE, "STRINGARGS" VARCHAR(100));<br />

DROP TYPE CV_LR_FUNC_T;<br />

CREATE TYPE CV_LR_FUNC_T AS TABLE( "ID" INTEGER, "FUNCNAME" VARCHAR(100));<br />

DROP TYPE CV_LR_RESULT_T;<br />

CREATE TYPE CV_LR_RESULT_T AS TABLE("ID" INTEGER, "AI" DOUBLE, "Z_score" DOUBLE,<br />

"P_value" DOUBLE);<br />

DROP TYPE CV_LR_MODEL_T;<br />

CREATE TYPE CV_LR_MODEL_T AS TABLE( "ID" INTEGER, "PMMLMODEL" VARCHAR(5000));<br />

DROP TYPE CV_LR_EVALUATION_T;<br />

CREATE TYPE CV_LR_EVALUATION_T AS TABLE( "ID" INTEGER, "NAME" VARCHAR(5000),<br />

"CONTENT" VARCHAR(5000));<br />

DROP TYPE CV_LR_PARA_SEL_T;<br />

CREATE TYPE CV_LR_PARA_SEL_T AS TABLE( "ID" INTEGER, "NAME" VARCHAR(5000),<br />

"CONTENT" VARCHAR(5000));<br />

DROP TABLE CV_LR_PDATA_TBL;<br />

CREATE COLUMN TABLE CV_LR_PDATA_TBL("POSITION" INT, "SCHEMA_NAME" NVARCHAR(256),<br />

"TYPE_NAME" NVARCHAR(256), "PARAMETER_TYPE" VARCHAR(7));<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (1,'DM_<strong>PAL</strong>', 'CV_LR_FUNC_T','IN');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (2,'DM_<strong>PAL</strong>', 'CV_LR_DATA_T','IN');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (3,'DM_<strong>PAL</strong>', '<strong>PAL</strong>_CONTROL_T','IN');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (4,'DM_<strong>PAL</strong>', 'CV_LR_PARA_SEL_T','OUT');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (5,'DM_<strong>PAL</strong>', 'CV_LR_EVALUATION_T','OUT');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (6,'DM_<strong>PAL</strong>', 'CV_LR_RESULT_T','OUT');<br />

INSERT INTO CV_LR_PDATA_TBL VALUES (7,'DM_<strong>PAL</strong>', 'CV_LR_MODEL_T','OUT');<br />

CALL SYS.AFLLANG_WRAPPER_PROCEDURE_DROP('DM_<strong>PAL</strong>', '<strong>PAL</strong>_CV_LR_PROC');<br />

CALL SYS.AFLLANG_WRAPPER_PROCEDURE_CREATE('AFL<strong>PAL</strong>','PSME', 'DM_<strong>PAL</strong>',<br />

'<strong>PAL</strong>_CV_LR_PROC', CV_LR_PDATA_TBL);<br />

DROP TABLE #<strong>PAL</strong>_CONTROL_TBL;<br />

CREATE LOCAL TEMPORARY COLUMN TABLE #<strong>PAL</strong>_CONTROL_TBL ("NAME" VARCHAR(50),<br />

"INTARGS" INTEGER, "DOUBLEARGS" DOUBLE, "STRINGARGS" VARCHAR(100));<br />

208 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 />

<strong>PAL</strong> Functions

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