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SAP HANA Predictive Analysis Library (PAL)

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Input customer data and use the Kaplan-Meier function to get the survival estimates and log-rank test<br />

statistics.<br />

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

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

CREATE TYPE <strong>PAL</strong>_TRIAL_DATA_T AS TABLE ("TIME" INTEGER,<br />

"STATUS" INTEGER,<br />

"OCCURENCES" INTEGER,<br />

"GROUP" VARCHAR(50));<br />

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

CREATE TYPE <strong>PAL</strong>_TRIAL_ESTIMATES_T AS TABLE("GROUP" VARCHAR(50), "TIME" INTEGER,<br />

"RISKNUM" INTEGER, "EVENTSNUM" INTEGER,<br />

"PROB" DOUBLE, "STDERR" DOUBLE,<br />

"LOWERLIMIT" DOUBLE, "UPPERLIMIT" DOUBLE);<br />

DROP TYPE <strong>PAL</strong>_TRIAL_LOGRANK_STAT1_T;<br />

CREATE TYPE <strong>PAL</strong>_TRIAL_LOGRANK_STAT1_T AS TABLE("GROUP" VARCHAR(50), "TOTALRISK"<br />

INTEGER, "OBSERVED" INTEGER, "EXPECTED" DOUBLE, "LOGRANKSTAT" DOUBLE);<br />

DROP TYPE <strong>PAL</strong>_TRIAL_LOGRANK_STAT2_T;<br />

CREATE TYPE <strong>PAL</strong>_TRIAL_LOGRANK_STAT2_T AS TABLE("STATISTICS" VARCHAR(20), "VALUE"<br />

DOUBLE);<br />

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

CREATE TYPE <strong>PAL</strong>_CONTROL_T AS TABLE( "NAME" VARCHAR(100), "INTARGS" INTEGER,<br />

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

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

CREATE COLUMN TABLE <strong>PAL</strong>_TRIAL_PDATA_TBL( "POSITION" INT, "SCHEMA_NAME"<br />

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

INSERT INTO <strong>PAL</strong>_TRIAL_PDATA_TBL VALUES (1, 'DM_<strong>PAL</strong>', '<strong>PAL</strong>_TRIAL_DATA_T', 'in');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_PDATA_TBL VALUES (2, 'DM_<strong>PAL</strong>', '<strong>PAL</strong>_CONTROL_T', 'in');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_PDATA_TBL VALUES (3, 'DM_<strong>PAL</strong>', '<strong>PAL</strong>_TRIAL_ESTIMATES_T',<br />

'out');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_PDATA_TBL VALUES (4, 'DM_<strong>PAL</strong>',<br />

'<strong>PAL</strong>_TRIAL_LOGRANK_STAT1_T', 'out');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_PDATA_TBL VALUES (5, 'DM_<strong>PAL</strong>',<br />

'<strong>PAL</strong>_TRIAL_LOGRANK_STAT2_T', 'out');<br />

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

CALL "SYS".AFLLANG_WRAPPER_PROCEDURE_CREATE('AFL<strong>PAL</strong>', 'KMSURV',<br />

'DM_<strong>PAL</strong>','<strong>PAL</strong>_KMSURV_PROC', <strong>PAL</strong>_TRIAL_PDATA_TBL);<br />

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

CREATE LOCAL TEMPORARY COLUMN TABLE #<strong>PAL</strong>_CONTROL_TBL( "NAME" VARCHAR (100),<br />

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

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

CREATE COLUMN TABLE <strong>PAL</strong>_TRIAL_DATA_TBL LIKE <strong>PAL</strong>_TRIAL_DATA_T;<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(1, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(5, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(6, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(6, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(9, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(10, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(10, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(10, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(12, 1, 4, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(12, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(13, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(15, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(16, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(20, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(24, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(24, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(27, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(32, 1, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(34, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(36, 0, 2, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(44, 0, 1, 'linoleic acid');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(3, 0, 1, 'control');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(6, 1, 4, 'control');<br />

INSERT INTO <strong>PAL</strong>_TRIAL_DATA_TBL VALUES(8, 1, 2, 'control');<br />

568 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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