<commit_before><?xml version="1.0" encoding="UTF-8"?><PMML version="4.1" xmlns="http://www.dmg.org/PMML-4_1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dmg.org/PMML-4_1 pmml-4-1.xsd">
	<Header copyright="(C) Copyright IBM Corp. 1989, 2013.">
		<Application name="IBM SPSS Statistics 22.0" version="22.0.0.0"/>
	</Header>
	<DataDictionary numberOfFields="13">
		<DataField dataType="double" displayName="ACADEMIC_RISK" name="ACADEMIC_RISK" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="ONLINE_FLAG" name="ONLINE_FLAG" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="0" property="valid" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
		</DataField>
		<DataField dataType="double" displayName="RC_GENDER" name="RC_GENDER" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="RC_ENROLLMENT_STATUS" name="RC_ENROLLMENT_STATUS" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="RC_CLASS_CODE" name="RC_CLASS_CODE" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
			<Value displayValue="3" property="valid" value="3"/>
			<Value displayValue="4" property="valid" value="4"/>
		</DataField>
		<DataField dataType="double" displayName="STANDING" name="STANDING" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="0" property="valid" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="ENROLLMENT" name="ENROLLMENT" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="APTITUDE_SCORE" name="APTITUDE_SCORE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="AGE" name="AGE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="GPA_CUMULATIVE" name="GPA_CUMULATIVE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="RMN_SCORE_PARTIAL" name="RMN_SCORE_PARTIAL" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="R_CONTENT_READ" name="R_CONTENT_READ" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="R_SESSIONS" name="R_SESSIONS" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
	</DataDictionary>
	<GeneralRegressionModel algorithmName="multinomialLogistic" functionName="classification" modelType="multinomialLogistic" targetVariableName="ACADEMIC_RISK">
		<Extension extender="spss.com" name="numberParameters" value="16"/>
		<MiningSchema>
			<MiningField missingValueTreatment="asIs" name="ACADEMIC_RISK" usageType="predicted"/>
			<MiningField missingValueTreatment="asIs" name="ONLINE_FLAG" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="RC_ENROLLMENT_STATUS" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="RC_CLASS_CODE" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="STANDING" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="AGE" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="GPA_CUMULATIVE" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="RMN_SCORE_PARTIAL" usageType="active"/>
			<MiningField missingValueTreatment="asIs" name="R_SESSIONS" usageType="active"/>
		</MiningSchema>
		<ParameterList>
			<Parameter label="Intercept" name="P0000001"/>
			<Parameter label="[ONLINE_FLAG=0]" name="P0000002"/>
			<Parameter label="[ONLINE_FLAG=1]" name="P0000003"/>
			<Parameter label="AGE" name="P0000004"/>
			<Parameter label="[RC_ENROLLMENT_STATUS=1]" name="P0000005"/>
			<Parameter label="[RC_ENROLLMENT_STATUS=2]" name="P0000006"/>
			<Parameter label="[RC_CLASS_CODE=1]" name="P0000007"/>
			<Parameter label="[RC_CLASS_CODE=2]" name="P0000008"/>
			<Parameter label="[RC_CLASS_CODE=3]" name="P0000009"/>
			<Parameter label="[RC_CLASS_CODE=4]" name="P0000010"/>
			<Parameter label="GPA_CUMULATIVE" name="P0000011"/>
			<Parameter label="[STANDING=0]" name="P0000012"/>
			<Parameter label="[STANDING=1]" name="P0000013"/><commit_msg>LAI-5 - Missing values handlers in the model<commit_after><?xml version="1.0" encoding="UTF-8"?><PMML version="4.1" xmlns="http://www.dmg.org/PMML-4_1" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.dmg.org/PMML-4_1 pmml-4-1.xsd">
	<Header copyright="(C) Copyright IBM Corp. 1989, 2013.">
		<Application name="IBM SPSS Statistics 22.0" version="22.0.0.0"/>
	</Header>
	<DataDictionary numberOfFields="13">
		<DataField dataType="double" displayName="ACADEMIC_RISK" name="ACADEMIC_RISK" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="ONLINE_FLAG" name="ONLINE_FLAG" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="0" property="valid" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
		</DataField>
		<DataField dataType="double" displayName="RC_GENDER" name="RC_GENDER" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="RC_ENROLLMENT_STATUS" name="RC_ENROLLMENT_STATUS" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="RC_CLASS_CODE" name="RC_CLASS_CODE" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
			<Value displayValue="3" property="valid" value="3"/>
			<Value displayValue="4" property="valid" value="4"/>
		</DataField>
		<DataField dataType="double" displayName="STANDING" name="STANDING" optype="categorical">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="8"/>
			<Extension extender="spss.com" name="decimals" value="0"/>
			<Value displayValue="0" property="valid" value="0"/>
			<Value displayValue="1" property="valid" value="1"/>
			<Value displayValue="2" property="valid" value="2"/>
		</DataField>
		<DataField dataType="double" displayName="ENROLLMENT" name="ENROLLMENT" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="APTITUDE_SCORE" name="APTITUDE_SCORE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="AGE" name="AGE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="GPA_CUMULATIVE" name="GPA_CUMULATIVE" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="RMN_SCORE_PARTIAL" name="RMN_SCORE_PARTIAL" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="R_CONTENT_READ" name="R_CONTENT_READ" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
		<DataField dataType="double" displayName="R_SESSIONS" name="R_SESSIONS" optype="continuous">
			<Extension extender="spss.com" name="format" value="5"/>
			<Extension extender="spss.com" name="width" value="10"/>
			<Extension extender="spss.com" name="decimals" value="3"/>
		</DataField>
	</DataDictionary>
	<GeneralRegressionModel algorithmName="multinomialLogistic" functionName="classification" modelType="multinomialLogistic" targetVariableName="ACADEMIC_RISK">
		<Extension extender="spss.com" name="numberParameters" value="16"/>
		<MiningSchema>
			<MiningField missingValueTreatment="asIs" name="ACADEMIC_RISK" usageType="predicted"/>
			<MiningField missingValueReplacement="1" missingValueTreatment="asMean" name="ONLINE_FLAG" usageType="active"/>
			<MiningField missingValueReplacement="29" missingValueTreatment="asMean" name="RC_ENROLLMENT_STATUS" usageType="active"/>
			<MiningField missingValueReplacement="3" missingValueTreatment="asMean" name="RC_CLASS_CODE" usageType="active"/>
			<MiningField missingValueReplacement="0" missingValueTreatment="asMean" name="STANDING" usageType="active"/>
			<MiningField missingValueReplacement="21" missingValueTreatment="asMean" name="AGE" usageType="active"/>
			<MiningField missingValueReplacement="1" missingValueTreatment="asMean" name="GPA_CUMULATIVE" usageType="active"/>
			<MiningField missingValueReplacement="50" missingValueTreatment="asMean" name="RMN_SCORE_PARTIAL" usageType="active"/>
			<MiningField missingValueReplacement="0.5" missingValueTreatment="asMean" name="R_SESSIONS" usageType="active"/>
		</MiningSchema>
		<ParameterList>
			<Parameter label="Intercept" name="P0000001"/>
			<Parameter label="[ONLINE_FLAG=0]" name="P0000002"/>
			<Parameter label="[ONLINE_FLAG=1]" name="P0000003"/>
			<Parameter label="AGE" name="P0000004"/>
			<Parameter label="[RC_ENROLLMENT_STATUS=1]" name="P0000005"/>
			<Parameter label="[RC_ENROLLMENT_STATUS=2]" name="P0000006"/>
			<Parameter label="[RC_CLASS_CODE=1]" name="P0000007"/>
			<Parameter label="[RC_CLASS_CODE=2]" name="P0000008"/>
			<Parameter label="[RC_CLASS_CODE=3]" name="P0000009"/>
			<Parameter label="[RC_CLASS_CODE=4]" name="P0000010"/>
			<Parameter label="GPA_CUMULATIVE" name="P0000011"/>
			<Parameter label="[STANDING=0]" name="P0000012"/>
			<Parameter label="[STANDING=1]" name="P0000013"/>
{'fraction_non_alphanumeric': 0.18471473176270226, 'fraction_numerical': 0.031152426908884475, 'mean_word_length': 7.057747284162378, 'pattern_counts': {'":': 0, '<': 231, '<?xml version=': 2, '>': 231, 'https://': 0, 'lorem ipsum': 0, 'www.': 6, 'xml': 6}, 'pii_count': 2, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
{'dir': 'git-commits-cleaned', 'id': '1694479', 'n_tokens_mistral': 5458, 'n_tokens_neox': 4772, 'n_words': 825}