protected void populateRHS( Rule rule, PMML pmmlDocument, Scorecard scorecard, Characteristic c, Attribute scoreAttribute, int position) { Consequence consequence = new Consequence(); StringBuilder stringBuilder = new StringBuilder(); String objectClass = scorecard.getModelName().replaceAll(" ", ""); String setter = "insertLogical(new PartialScore(\""; String field = ScorecardPMMLUtils.extractFieldNameFromCharacteristic(c); stringBuilder .append(setter) .append(objectClass) .append("\",\"") .append(field) .append("\",") .append(scoreAttribute.getPartialScore()); if (scorecard.isUseReasonCodes()) { String reasonCode = scoreAttribute.getReasonCode(); if (reasonCode == null || StringUtils.isEmpty(reasonCode)) { reasonCode = c.getReasonCode(); } stringBuilder.append(",\"").append(reasonCode).append("\", ").append(position); } stringBuilder.append("));"); consequence.setSnippet(stringBuilder.toString()); rule.addConsequence(consequence); }
protected String formRuleName( PMML pmmlDocument, String modelName, Characteristic c, Attribute scoreAttribute) { StringBuilder sb = new StringBuilder(); sb.append(modelName).append("_").append(c.getName()).append("_"); String dataType = ScorecardPMMLUtils.getDataType( pmmlDocument, ScorecardPMMLUtils.extractFieldNameFromCharacteristic(c)); if (XLSKeywords.DATATYPE_NUMBER.equalsIgnoreCase(dataType)) { if (scoreAttribute.getSimplePredicate() != null) { sb.append(scoreAttribute.getSimplePredicate().getOperator()) .append("_") .append(scoreAttribute.getSimplePredicate().getValue()); } else if (scoreAttribute.getCompoundPredicate() != null) { sb.append("between"); for (Object obj : scoreAttribute .getCompoundPredicate() .getSimplePredicatesAndCompoundPredicatesAndSimpleSetPredicates()) { if (obj instanceof SimplePredicate) { sb.append("_").append(((SimplePredicate) obj).getValue()); } } } } else if (XLSKeywords.DATATYPE_TEXT.equalsIgnoreCase(dataType) || XLSKeywords.DATATYPE_BOOLEAN.equalsIgnoreCase(dataType)) { if (scoreAttribute.getSimplePredicate() != null) { sb.append(scoreAttribute.getSimplePredicate().getOperator()) .append("_") .append(scoreAttribute.getSimplePredicate().getValue()); } else if (scoreAttribute.getSimpleSetPredicate() != null) { SimpleSetPredicate predicate = scoreAttribute.getSimpleSetPredicate(); Array array = predicate.getArray(); String text = array.getContent().replace(" ", "_"); sb.append(predicate.getBooleanOperator()).append("_").append(text); } } return sb.toString(); }
protected void createFieldRestriction( PMML pmmlDocument, Characteristic c, Attribute scoreAttribute, StringBuilder stringBuilder) { stringBuilder.append("("); // String dataType = ScorecardPMMLUtils.getExtensionValue(c.getExtensions(), // PMMLExtensionNames.CHARACTERTISTIC_DATATYPE); String dataType = ScorecardPMMLUtils.getDataType( pmmlDocument, ScorecardPMMLUtils.extractFieldNameFromCharacteristic(c)); if (XLSKeywords.DATATYPE_TEXT.equalsIgnoreCase(dataType)) { if (scoreAttribute.getSimplePredicate() != null) { SimplePredicate predicate = scoreAttribute.getSimplePredicate(); String operator = predicate.getOperator(); if (PMMLOperators.EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(predicate.getField()); stringBuilder.append(" == "); stringBuilder.append("\"").append(predicate.getValue()).append("\""); } else if (PMMLOperators.NOT_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(predicate.getField()); stringBuilder.append(" != "); stringBuilder.append("\"").append(predicate.getValue()).append("\""); } } else if (scoreAttribute.getSimpleSetPredicate() != null) { SimpleSetPredicate simpleSetPredicate = scoreAttribute.getSimpleSetPredicate(); String content = simpleSetPredicate.getArray().getContent(); content = content.replaceAll(" ", "\",\""); stringBuilder .append(simpleSetPredicate.getField()) .append(" in ( \"") .append(content) .append("\" )"); } } else if (XLSKeywords.DATATYPE_BOOLEAN.equalsIgnoreCase(dataType)) { if (scoreAttribute.getSimplePredicate() != null) { SimplePredicate predicate = scoreAttribute.getSimplePredicate(); String operator = predicate.getOperator(); if (PMMLOperators.EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(predicate.getField()); stringBuilder.append(" == "); stringBuilder.append(predicate.getValue().toLowerCase()); } else if (PMMLOperators.NOT_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(predicate.getField()); stringBuilder.append(" != "); stringBuilder.append(predicate.getValue().toLowerCase()); } } } else if (XLSKeywords.DATATYPE_NUMBER.equalsIgnoreCase(dataType)) { if (scoreAttribute.getSimplePredicate() != null) { SimplePredicate predicate = scoreAttribute.getSimplePredicate(); String operator = predicate.getOperator(); stringBuilder.append(predicate.getField()); if (PMMLOperators.LESS_THAN.equalsIgnoreCase(operator)) { stringBuilder.append(" < "); } else if (PMMLOperators.GREATER_THAN.equalsIgnoreCase(operator)) { stringBuilder.append(" > "); } else if (PMMLOperators.NOT_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" <> "); } else if (PMMLOperators.EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" == "); } else if (PMMLOperators.GREATER_OR_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" >= "); } else if (PMMLOperators.LESS_OR_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" <= "); } stringBuilder.append(predicate.getValue()); } else if (scoreAttribute.getCompoundPredicate() != null) { CompoundPredicate predicate = scoreAttribute.getCompoundPredicate(); String field = null; for (Object obj : predicate.getSimplePredicatesAndCompoundPredicatesAndSimpleSetPredicates()) { if (obj instanceof SimplePredicate) { SimplePredicate simplePredicate = (SimplePredicate) obj; String operator = simplePredicate.getOperator(); if (field == null) { stringBuilder.append(simplePredicate.getField()); field = simplePredicate.getField(); } else { stringBuilder.append(" && "); } if (PMMLOperators.LESS_THAN.equalsIgnoreCase(operator)) { stringBuilder.append(" < "); } else if (PMMLOperators.GREATER_THAN.equalsIgnoreCase(operator)) { stringBuilder.append(" > "); } else if (PMMLOperators.NOT_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" <> "); } else if (PMMLOperators.EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" == "); } else if (PMMLOperators.GREATER_OR_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" >= "); } else if (PMMLOperators.LESS_OR_EQUAL.equalsIgnoreCase(operator)) { stringBuilder.append(" <= "); } stringBuilder.append(simplePredicate.getValue()); } } } } stringBuilder.append(")"); }
protected void createInitialRule(List<Rule> ruleList, Scorecard scorecard) { if (scorecard.getInitialScore() > 0 || scorecard.isUseReasonCodes()) { String objectClass = scorecard.getModelName().replaceAll(" ", ""); String ruleName = objectClass + "_init"; Rule rule = new Rule(ruleName, 999, 1); rule.setDescription("set the initial score"); Condition condition = createInitialRuleCondition(scorecard, objectClass); rule.addCondition(condition); if (scorecard.getInitialScore() > 0) { Consequence consequence = new Consequence(); // consequence.setSnippet("$sc.setInitialScore(" + scorecard.getInitialScore() + ");"); consequence.setSnippet( "insertLogical(new InitialScore(\"" + objectClass + "\"," + scorecard.getInitialScore() + "));"); rule.addConsequence(consequence); } if (scorecard.isUseReasonCodes()) { for (Object obj : scorecard.getExtensionsAndCharacteristicsAndMiningSchemas()) { if (obj instanceof Characteristics) { Characteristics characteristics = (Characteristics) obj; for (Characteristic characteristic : characteristics.getCharacteristics()) { String field = ScorecardPMMLUtils.extractFieldNameFromCharacteristic(characteristic); Consequence consequence = new Consequence(); if (characteristic.getBaselineScore() == null || characteristic.getBaselineScore() == 0) { consequence.setSnippet( "insertLogical(new BaselineScore(\"" + objectClass + "\",\"" + field + "\"," + scorecard.getBaselineScore() + "));"); // consequence.setSnippet("$sc.setBaselineScore(\"" + field + // "\","+scorecard.getBaselineScore()+");"); } else { consequence.setSnippet( "insertLogical(new BaselineScore(\"" + objectClass + "\",\"" + field + "\"," + characteristic.getBaselineScore() + "));"); // consequence.setSnippet("$sc.setBaselineScore(\"" + field + // "\","+characteristic.getBaselineScore()+");"); } rule.addConsequence(consequence); } } } if (scorecard.getReasonCodeAlgorithm() != null) { Consequence consequence = new Consequence(); if ("pointsAbove".equalsIgnoreCase(scorecard.getReasonCodeAlgorithm())) { // TODO: ReasonCode Algorithm consequence.setSnippet( "//$sc.setReasonCodeAlgorithm(DroolsScorecard.REASON_CODE_ALGORITHM_POINTSABOVE);"); } else if ("pointsBelow".equalsIgnoreCase(scorecard.getReasonCodeAlgorithm())) { consequence.setSnippet( "//$sc.setReasonCodeAlgorithm(DroolsScorecard.REASON_CODE_ALGORITHM_POINTSBELOW);"); } rule.addConsequence(consequence); } } ruleList.add(rule); } }