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standard_thresholds.dmn
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<?xml version="1.0" encoding="UTF-8"?>
<definitions xmlns="https://www.omg.org/spec/DMN/20191111/MODEL/" xmlns:dmndi="https://www.omg.org/spec/DMN/20191111/DMNDI/" xmlns:dc="http://www.omg.org/spec/DMN/20180521/DC/" xmlns:biodi="http://bpmn.io/schema/dmn/biodi/2.0" xmlns:camunda="http://camunda.org/schema/1.0/dmn" id="Definitions_0wb2acp" name="DRD" namespace="http://camunda.org/schema/1.0/dmn" exporter="Camunda Modeler" exporterVersion="5.0.0">
<decision id="Decision_0q87m1a" name="Model Test Comparator">
<decisionTable id="decisionTable_1" hitPolicy="COLLECT">
<input id="input_1" label="r2_score" biodi:width="416">
<inputExpression id="inputExpression_1" typeRef="string" expressionLanguage="feel">
<text>modelMethodology</text>
</inputExpression>
</input>
<input id="InputClause_1o6p1rf" label="auc" biodi:width="421">
<inputExpression id="LiteralExpression_0v2n3js" typeRef="string" expressionLanguage="feel">
<text>modelMethodology</text>
</inputExpression>
</input>
<input id="InputClause_0fxnfev" label="DataDrift_maxKolmogorov-SmirnovPValue" camunda:inputVariable="DataDrift_maxKolmogorov-SmirnovPValue">
<inputExpression id="LiteralExpression_1k2fff2" typeRef="double">
<text></text>
</inputExpression>
</input>
<input id="InputClause_1hy2my2" label="ConceptDrift_maxKolmogorov-SmirnovPValueValue" camunda:inputVariable="ConceptDrift_maxKolmogorov-SmirnovPValueValue">
<inputExpression id="LiteralExpression_0kz8aqt" typeRef="double">
<text></text>
</inputExpression>
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<input id="InputClause_02qfz52" label="CSI_maxCSIValue">
<inputExpression id="LiteralExpression_0q69swg" typeRef="double">
<text>CSI_maxCSIValue</text>
</inputExpression>
</input>
<input id="InputClause_1o2715w" label="Bias_maxPPRDisparityValue">
<inputExpression id="LiteralExpression_1nqojvr" typeRef="double">
<text>Bias_maxPPRDisparityValue</text>
</inputExpression>
</input>
<input id="InputClause_1sv5fma" label="Bias_minPPRDisparityValue">
<inputExpression id="LiteralExpression_1m4uy3b" typeRef="double">
<text>Bias_minPPRDisparityValue</text>
</inputExpression>
</input>
<input id="InputClause_0fdk3il" label="dw_statistic">
<inputExpression id="LiteralExpression_1rva5it" typeRef="double">
<text>dw_statistic</text>
</inputExpression>
</input>
<input id="InputClause_1jpgd4a" label="breusch_pagan_f_p_value">
<inputExpression id="LiteralExpression_025x56v" typeRef="double">
<text>breusch_pagan_f_p_value</text>
</inputExpression>
</input>
<input id="InputClause_0xepayo" label="engle_lm_p_value">
<inputExpression id="LiteralExpression_0t5tuls" typeRef="double">
<text>engle_lm_p_value</text>
</inputExpression>
</input>
<input id="InputClause_02vfh8a" label="Homoscedasticity_minLjungBoxQPValue">
<inputExpression id="LiteralExpression_18nq9d7" typeRef="double">
<text>Homoscedasticity_minLjungBoxQPValue</text>
</inputExpression>
</input>
<input id="InputClause_1jetfyd" label="ks_p_value" biodi:width="192">
<inputExpression id="LiteralExpression_1idigss" typeRef="double">
<text>ks_p_value</text>
</inputExpression>
</input>
<input id="InputClause_0vdyf96" label="ad_p_value">
<inputExpression id="LiteralExpression_0m7pi62" typeRef="double">
<text>ad_p_value</text>
</inputExpression>
</input>
<input id="InputClause_0wny3tc" label="cvm_p_value">
<inputExpression id="LiteralExpression_08upscq" typeRef="double">
<text>cvm_p_value</text>
</inputExpression>
</input>
<input id="InputClause_13h3xvq" label="Linearity_minPearsonCorrelationValue">
<inputExpression id="LiteralExpression_0v9q8ac" typeRef="double">
<text>Linearity_minPearsonCorrelationValue</text>
</inputExpression>
</input>
<input id="InputClause_0z7zo6w" label="Multicollinearity_maxVIFValue">
<inputExpression id="LiteralExpression_0t4ixqr" typeRef="double">
<text>Multicollinearity_maxVIFValue</text>
</inputExpression>
</input>
<output id="output_1" label="passes" name="passes" typeRef="boolean" />
<output id="OutputClause_05h1co6" label="reason" name="reason" typeRef="string" biodi:width="336" />
<output id="OutputClause_1ids7f5" label="category" name="category" typeRef="string" />
<rule id="DecisionRule_0aznir8">
<inputEntry id="UnaryTests_1x4xf13" expressionLanguage="groovy">
<text>modelMethodology.equalsIgnoreCase("regression") &&r2_score<0.7</text>
</inputEntry>
<inputEntry id="UnaryTests_1n6kf5k">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_0ljtjyo">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_0wtqp1e">
<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<inputEntry id="UnaryTests_14dj91x">
<text></text>
</inputEntry>
<outputEntry id="LiteralExpression_0a5bp3u">
<text>false</text>
</outputEntry>
<outputEntry id="LiteralExpression_07v4w07">
<text>"r squared value of Performace is below allowed value of 0.7"</text>
</outputEntry>
<outputEntry id="LiteralExpression_0tu87g9">
<text>"Performance"</text>
</outputEntry>
</rule>
<rule id="DecisionRule_1j6rt8b">
<inputEntry id="UnaryTests_0y0rd3h" expressionLanguage="groovy">
<text>modelMethodology.equalsIgnoreCase("regression") && r2_score>=0.7 && r2_score<99</text>
</inputEntry>
<inputEntry id="UnaryTests_1ymh48n">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_152afd3">
<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<inputEntry id="UnaryTests_1pajq3n">
<text></text>
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<outputEntry id="LiteralExpression_0pcurq2">
<text>true</text>
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<text>"No issues detected"</text>
</outputEntry>
<outputEntry id="LiteralExpression_0jkrq03">
<text>"Performance"</text>
</outputEntry>
</rule>
<rule id="DecisionRule_1rkg92r">
<inputEntry id="UnaryTests_1efx0va" expressionLanguage="groovy">
<text>modelMethodology.equalsIgnoreCase("regression") && r2_score == 99</text>
</inputEntry>
<inputEntry id="UnaryTests_1k2mo7o">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_1myfvdx">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_1bwzxtw">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_1q4o95x">
<text></text>
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<inputEntry id="UnaryTests_1uvy1ee">
<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<inputEntry id="UnaryTests_1kiog3f">
<text></text>
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<outputEntry id="LiteralExpression_1db5oho">
<text>false</text>
</outputEntry>
<outputEntry id="LiteralExpression_1vs4lsk">
<text>"Metric not applicable or error occurred calculating Performance metrics"</text>
</outputEntry>
<outputEntry id="LiteralExpression_1ldrb63">
<text>"Performance"</text>
</outputEntry>
</rule>
<rule id="DecisionRule_04181h5">
<inputEntry id="UnaryTests_073xy57">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_1rikk29" expressionLanguage="groovy">
<text>!modelMethodology.equalsIgnoreCase("regression") &&auc>0&& auc <0.7</text>
</inputEntry>
<inputEntry id="UnaryTests_0rx1369">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_0jg6gdq">
<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
</inputEntry>
<outputEntry id="LiteralExpression_0b921o4">
<text>false</text>
</outputEntry>
<outputEntry id="LiteralExpression_1b1dpgd">
<text>"auc value of Performance is below allowed value of 0.7"</text>
</outputEntry>
<outputEntry id="LiteralExpression_013wtgy">
<text>"Performance"</text>
</outputEntry>
</rule>
<rule id="DecisionRule_1dwqvgt">
<inputEntry id="UnaryTests_1yat4cu">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_031g6jv" expressionLanguage="groovy">
<text>!modelMethodology.equalsIgnoreCase("regression") && auc >=0.7</text>
</inputEntry>
<inputEntry id="UnaryTests_0ax888s">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_0xl2pka">
<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<text></text>
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<inputEntry id="UnaryTests_0di1a40">
<text></text>
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<outputEntry id="LiteralExpression_1ysbbtn">
<text>true</text>
</outputEntry>
<outputEntry id="LiteralExpression_0ejfwin">
<text>"No issues detected"</text>
</outputEntry>
<outputEntry id="LiteralExpression_0rlotcx">
<text>"Performance"</text>
</outputEntry>
</rule>
<rule id="DecisionRule_0loknz1">
<inputEntry id="UnaryTests_0o2z06c">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_0rw3ea0" expressionLanguage="groovy">
<text>!modelMethodology.equalsIgnoreCase("regression") && auc ==-99</text>
</inputEntry>
<inputEntry id="UnaryTests_0m7yg8n">
<text></text>
</inputEntry>
<inputEntry id="UnaryTests_1r54rrm">
<text></text>
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<text></text>
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<inputEntry id="UnaryTests_1j9bd5l">
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<inputEntry id="UnaryTests_1f0yh5b">
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<inputEntry id="UnaryTests_04yzfhk">
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