CROSS VALIDATION
fedayncarica
New Altair Community Member
Good Mornig. How can I do to enter a within my trial the block CROSS VALIDATION?
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0
Best Answer
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No need to go crazy. I think you want to do something like this.
<?xml version="1.0" encoding="UTF-8"?><process version="7.3.001">
<context>
<input/>
<output/>
<macros/>
</context>
<operator activated="true" class="process" compatibility="7.3.001" expanded="true" name="Process">
<parameter key="logfile" value="C:\Users\Damiano\Downloads\log1Damiano.csv"/>
<process expanded="true">
<operator activated="false" class="loop_files" compatibility="7.3.001" expanded="true" height="82" name="Loop Files" width="90" x="112" y="289">
<parameter key="directory" value="C:\Users\Damiano\Desktop\prova"/>
<process expanded="true">
<operator activated="true" class="loop_parameters" compatibility="7.3.001" expanded="true" height="103" name="Loop Parameters" width="90" x="581" y="34">
<list key="parameters">
<parameter key="Clustering.k" value="[2.0;5;5;linear]"/>
</list>
<process expanded="true">
<operator activated="true" class="k_means" compatibility="7.3.001" expanded="true" height="82" name="Clustering" width="90" x="112" y="34">
<parameter key="max_runs" value="1"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (4)" width="90" x="313" y="136">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="concurrency:cross_validation" compatibility="7.3.001" expanded="true" height="145" name="Cross Validation" width="90" x="447" y="136">
<process expanded="true">
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (3)" width="90" x="179" y="34">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="parallel_decision_tree" compatibility="7.3.001" expanded="true" height="82" name="Decision Tree" width="90" x="380" y="34">
<parameter key="criterion" value="gini_index"/>
</operator>
<connect from_port="training set" to_op="Set Role (3)" to_port="example set input"/>
<connect from_op="Set Role (3)" from_port="example set output" to_op="Decision Tree" to_port="training set"/>
<connect from_op="Decision Tree" from_port="model" to_port="model"/>
<portSpacing port="source_training set" spacing="0"/>
<portSpacing port="sink_model" spacing="0"/>
<portSpacing port="sink_through 1" spacing="0"/>
</process>
<process expanded="true">
<operator activated="true" class="apply_model" compatibility="7.3.001" expanded="true" height="82" name="Apply Model" width="90" x="45" y="34">
<list key="application_parameters"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (2)" width="90" x="179" y="136">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="performance" compatibility="7.3.001" expanded="true" height="82" name="Performance" width="90" x="313" y="34"/>
<operator activated="true" class="performance_to_data" compatibility="7.3.001" expanded="true" height="82" name="Performance to Data" width="90" x="447" y="34"/>
<operator activated="true" class="write_csv" compatibility="7.3.001" expanded="true" height="82" name="Write CSV" width="90" x="648" y="34">
<parameter key="csv_file" value="C:\Users\Damiano\Documents\prova risultati.csv"/>
</operator>
<connect from_port="model" to_op="Apply Model" to_port="model"/>
<connect from_port="test set" to_op="Apply Model" to_port="unlabelled data"/>
<connect from_op="Apply Model" from_port="labelled data" to_op="Set Role (2)" to_port="example set input"/>
<connect from_op="Set Role (2)" from_port="example set output" to_op="Performance" to_port="labelled data"/>
<connect from_op="Set Role (2)" from_port="original" to_port="test set results"/>
<connect from_op="Performance" from_port="performance" to_op="Performance to Data" to_port="performance vector"/>
<connect from_op="Performance to Data" from_port="example set" to_op="Write CSV" to_port="input"/>
<connect from_op="Performance to Data" from_port="performance vector" to_port="performance 1"/>
<portSpacing port="source_model" spacing="0"/>
<portSpacing port="source_test set" spacing="0"/>
<portSpacing port="source_through 1" spacing="0"/>
<portSpacing port="sink_test set results" spacing="0"/>
<portSpacing port="sink_performance 1" spacing="0"/>
<portSpacing port="sink_performance 2" spacing="0"/>
</process>
</operator>
<connect from_port="input 1" to_op="Clustering" to_port="example set"/>
<connect from_op="Clustering" from_port="cluster model" to_port="result 1"/>
<connect from_op="Clustering" from_port="clustered set" to_op="Set Role (4)" to_port="example set input"/>
<connect from_op="Set Role (4)" from_port="example set output" to_op="Cross Validation" to_port="example set"/>
<connect from_op="Cross Validation" from_port="example set" to_port="result 2"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="source_input 2" spacing="0"/>
<portSpacing port="sink_performance" spacing="0"/>
<portSpacing port="sink_result 1" spacing="0"/>
<portSpacing port="sink_result 2" spacing="0"/>
<portSpacing port="sink_result 3" spacing="0"/>
</process>
</operator>
<operator activated="false" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role" width="90" x="45" y="391">
<parameter key="attribute_name" value="traceId"/>
<parameter key="target_role" value="id"/>
<list key="set_additional_roles"/>
</operator>
<connect from_op="Loop Parameters" from_port="result 1" to_port="out 1"/>
<portSpacing port="source_file object" spacing="0"/>
<portSpacing port="source_in 1" spacing="0"/>
<portSpacing port="sink_out 1" spacing="0"/>
<portSpacing port="sink_out 2" spacing="0"/>
</process>
</operator>
<operator activated="true" class="read_csv" compatibility="7.3.001" expanded="true" height="68" name="Read CSV" width="90" x="112" y="34">
<parameter key="csv_file" value="C:\Users\ThomasOtt\Downloads\log1Damiano (1).csv"/>
<parameter key="first_row_as_names" value="false"/>
<list key="annotations">
<parameter key="0" value="Name"/>
</list>
<parameter key="encoding" value="windows-1252"/>
<list key="data_set_meta_data_information">
<parameter key="0" value="traceId.true.polynominal.attribute"/>
<parameter key="1" value="padiglione cina.true.integer.attribute"/>
<parameter key="2" value="albero della vita.true.integer.attribute"/>
<parameter key="3" value="padiglione giappone.true.integer.attribute"/>
<parameter key="4" value="padiglione brasile.true.integer.attribute"/>
<parameter key="5" value="padiglione russia.true.integer.attribute"/>
<parameter key="6" value="padiglione ecuador.true.integer.attribute"/>
<parameter key="7" value="padiglione italia.true.integer.attribute"/>
<parameter key="8" value="padiglione austria.true.integer.attribute"/>
<parameter key="9" value="padiglione oman.true.integer.attribute"/>
<parameter key="10" value="padiglione nepal.true.integer.attribute"/>
<parameter key="11" value="padiglione belgio.true.integer.attribute"/>
<parameter key="12" value="padiglione slovacchia.true.integer.attribute"/>
<parameter key="13" value="padiglione estonia.true.integer.attribute"/>
<parameter key="14" value="padiglione zero.true.integer.attribute"/>
<parameter key="15" value="padiglione usa.true.integer.attribute"/>
<parameter key="16" value="padiglione polonia.true.integer.attribute"/>
<parameter key="17" value="padiglione costa d'avorio.true.integer.attribute"/>
<parameter key="18" value="padiglione olanda.true.integer.attribute"/>
<parameter key="19" value="padiglione germania.true.integer.attribute"/>
</list>
</operator>
<operator activated="true" class="select_attributes" compatibility="7.3.001" expanded="true" height="82" name="Select Attributes" width="90" x="246" y="34">
<parameter key="attribute_filter_type" value="value_type"/>
<parameter key="value_type" value="nominal"/>
<parameter key="invert_selection" value="true"/>
</operator>
<operator activated="true" class="generate_id" compatibility="7.3.001" expanded="true" height="82" name="Generate ID" width="90" x="380" y="34">
<parameter key="create_nominal_ids" value="true"/>
</operator>
<operator activated="true" class="loop" compatibility="7.3.001" expanded="true" height="82" name="Loop" width="90" x="514" y="34">
<parameter key="set_iteration_macro" value="true"/>
<parameter key="macro_start_value" value="2"/>
<parameter key="iterations" value="5"/>
<process expanded="true">
<operator activated="true" class="k_means" compatibility="7.3.001" expanded="true" height="82" name="Clustering (2)" width="90" x="45" y="34">
<parameter key="k" value="%{iteration}"/>
<parameter key="max_runs" value="1"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (5)" width="90" x="179" y="34">
<parameter key="attribute_name" value="cluster"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="concurrency:cross_validation" compatibility="7.3.001" expanded="true" height="145" name="Cross Validation (2)" width="90" x="313" y="34">
<process expanded="true">
<operator activated="true" class="parallel_decision_tree" compatibility="7.3.001" expanded="true" height="82" name="Decision Tree (2)" width="90" x="112" y="34">
<parameter key="criterion" value="gini_index"/>
</operator>
<connect from_port="training set" to_op="Decision Tree (2)" to_port="training set"/>
<connect from_op="Decision Tree (2)" from_port="model" to_port="model"/>
<portSpacing port="source_training set" spacing="0"/>
<portSpacing port="sink_model" spacing="0"/>
<portSpacing port="sink_through 1" spacing="0"/>
</process>
<process expanded="true">
<operator activated="true" class="apply_model" compatibility="7.3.001" expanded="true" height="82" name="Apply Model (2)" width="90" x="45" y="34">
<list key="application_parameters"/>
</operator>
<operator activated="true" class="performance" compatibility="7.3.001" expanded="true" height="82" name="Performance (2)" width="90" x="179" y="34"/>
<connect from_port="model" to_op="Apply Model (2)" to_port="model"/>
<connect from_port="test set" to_op="Apply Model (2)" to_port="unlabelled data"/>
<connect from_op="Apply Model (2)" from_port="labelled data" to_op="Performance (2)" to_port="labelled data"/>
<connect from_op="Performance (2)" from_port="performance" to_port="performance 1"/>
<portSpacing port="source_model" spacing="0"/>
<portSpacing port="source_test set" spacing="0"/>
<portSpacing port="source_through 1" spacing="0"/>
<portSpacing port="sink_test set results" spacing="0"/>
<portSpacing port="sink_performance 1" spacing="0"/>
<portSpacing port="sink_performance 2" spacing="0"/>
</process>
</operator>
<operator activated="true" class="performance_to_data" compatibility="7.3.001" expanded="true" height="82" name="Performance to Data (2)" width="90" x="447" y="34"/>
<operator activated="true" class="store" compatibility="7.3.001" expanded="true" height="68" name="Store" width="90" x="581" y="34">
<parameter key="repository_entry" value="../data/processo_kvalue_%{iteration}"/>
</operator>
<connect from_port="input 1" to_op="Clustering (2)" to_port="example set"/>
<connect from_op="Clustering (2)" from_port="clustered set" to_op="Set Role (5)" to_port="example set input"/>
<connect from_op="Set Role (5)" from_port="example set output" to_op="Cross Validation (2)" to_port="example set"/>
<connect from_op="Cross Validation (2)" from_port="performance 1" to_op="Performance to Data (2)" to_port="performance vector"/>
<connect from_op="Performance to Data (2)" from_port="example set" to_op="Store" to_port="input"/>
<connect from_op="Store" from_port="through" to_port="output 1"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="source_input 2" spacing="0"/>
<portSpacing port="sink_output 1" spacing="0"/>
<portSpacing port="sink_output 2" spacing="0"/>
</process>
</operator>
<connect from_op="Read CSV" from_port="output" to_op="Select Attributes" to_port="example set input"/>
<connect from_op="Select Attributes" from_port="example set output" to_op="Generate ID" to_port="example set input"/>
<connect from_op="Generate ID" from_port="example set output" to_op="Loop" to_port="input 1"/>
<connect from_op="Loop" from_port="output 1" to_port="result 1"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="sink_result 1" spacing="0"/>
<portSpacing port="sink_result 2" spacing="0"/>
</process>
</operator>
</process>0
Answers
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Did you watch this video on how to do Cross Validation: https://youtu.be/86EbKAtvYoI?list=PLssWC2d9JhOZLbQNZ80uOxLypglgWqbJA first?
i'm not sure what you are doing this process. what is the goal here? You embed a clustering algorithm which typically is not used with a cross validation.
0 -
I saw another video, but I can not do it.
Best regards,
0 -
Are you trying to use Cross Validaiton with the Clustering algorithm? What is this process trying to do?
0 -
Yes,I enter the Validation block to get not only the results of clustering but also to see their performance!
0 -
Your data must have a class labels to use Cross Validation, you can do your clustering and feed the results with labels into a cross validation and use another algorithm to train on the data, then measure the classification performance.
There are clustering performance measures too, like Cluster Density or Cluster Distances.
0 -
Hi Thomas, I tried to do what you said. I am sending you the attached process, you can tell me if it's okay?
thank you very much for your availability
0 -
It looks ok, a bit hard to trouble shoot without data. The only question I have is why do you have set role operators in the testing and training side? The Set Role operator before the Cross Validation will take care of that.
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I removed the set role, Because with this data set attached I can not see the performance? I am going crazy
0 -
No need to go crazy. I think you want to do something like this.
<?xml version="1.0" encoding="UTF-8"?><process version="7.3.001">
<context>
<input/>
<output/>
<macros/>
</context>
<operator activated="true" class="process" compatibility="7.3.001" expanded="true" name="Process">
<parameter key="logfile" value="C:\Users\Damiano\Downloads\log1Damiano.csv"/>
<process expanded="true">
<operator activated="false" class="loop_files" compatibility="7.3.001" expanded="true" height="82" name="Loop Files" width="90" x="112" y="289">
<parameter key="directory" value="C:\Users\Damiano\Desktop\prova"/>
<process expanded="true">
<operator activated="true" class="loop_parameters" compatibility="7.3.001" expanded="true" height="103" name="Loop Parameters" width="90" x="581" y="34">
<list key="parameters">
<parameter key="Clustering.k" value="[2.0;5;5;linear]"/>
</list>
<process expanded="true">
<operator activated="true" class="k_means" compatibility="7.3.001" expanded="true" height="82" name="Clustering" width="90" x="112" y="34">
<parameter key="max_runs" value="1"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (4)" width="90" x="313" y="136">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="concurrency:cross_validation" compatibility="7.3.001" expanded="true" height="145" name="Cross Validation" width="90" x="447" y="136">
<process expanded="true">
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (3)" width="90" x="179" y="34">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="parallel_decision_tree" compatibility="7.3.001" expanded="true" height="82" name="Decision Tree" width="90" x="380" y="34">
<parameter key="criterion" value="gini_index"/>
</operator>
<connect from_port="training set" to_op="Set Role (3)" to_port="example set input"/>
<connect from_op="Set Role (3)" from_port="example set output" to_op="Decision Tree" to_port="training set"/>
<connect from_op="Decision Tree" from_port="model" to_port="model"/>
<portSpacing port="source_training set" spacing="0"/>
<portSpacing port="sink_model" spacing="0"/>
<portSpacing port="sink_through 1" spacing="0"/>
</process>
<process expanded="true">
<operator activated="true" class="apply_model" compatibility="7.3.001" expanded="true" height="82" name="Apply Model" width="90" x="45" y="34">
<list key="application_parameters"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (2)" width="90" x="179" y="136">
<parameter key="attribute_name" value="id"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="performance" compatibility="7.3.001" expanded="true" height="82" name="Performance" width="90" x="313" y="34"/>
<operator activated="true" class="performance_to_data" compatibility="7.3.001" expanded="true" height="82" name="Performance to Data" width="90" x="447" y="34"/>
<operator activated="true" class="write_csv" compatibility="7.3.001" expanded="true" height="82" name="Write CSV" width="90" x="648" y="34">
<parameter key="csv_file" value="C:\Users\Damiano\Documents\prova risultati.csv"/>
</operator>
<connect from_port="model" to_op="Apply Model" to_port="model"/>
<connect from_port="test set" to_op="Apply Model" to_port="unlabelled data"/>
<connect from_op="Apply Model" from_port="labelled data" to_op="Set Role (2)" to_port="example set input"/>
<connect from_op="Set Role (2)" from_port="example set output" to_op="Performance" to_port="labelled data"/>
<connect from_op="Set Role (2)" from_port="original" to_port="test set results"/>
<connect from_op="Performance" from_port="performance" to_op="Performance to Data" to_port="performance vector"/>
<connect from_op="Performance to Data" from_port="example set" to_op="Write CSV" to_port="input"/>
<connect from_op="Performance to Data" from_port="performance vector" to_port="performance 1"/>
<portSpacing port="source_model" spacing="0"/>
<portSpacing port="source_test set" spacing="0"/>
<portSpacing port="source_through 1" spacing="0"/>
<portSpacing port="sink_test set results" spacing="0"/>
<portSpacing port="sink_performance 1" spacing="0"/>
<portSpacing port="sink_performance 2" spacing="0"/>
</process>
</operator>
<connect from_port="input 1" to_op="Clustering" to_port="example set"/>
<connect from_op="Clustering" from_port="cluster model" to_port="result 1"/>
<connect from_op="Clustering" from_port="clustered set" to_op="Set Role (4)" to_port="example set input"/>
<connect from_op="Set Role (4)" from_port="example set output" to_op="Cross Validation" to_port="example set"/>
<connect from_op="Cross Validation" from_port="example set" to_port="result 2"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="source_input 2" spacing="0"/>
<portSpacing port="sink_performance" spacing="0"/>
<portSpacing port="sink_result 1" spacing="0"/>
<portSpacing port="sink_result 2" spacing="0"/>
<portSpacing port="sink_result 3" spacing="0"/>
</process>
</operator>
<operator activated="false" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role" width="90" x="45" y="391">
<parameter key="attribute_name" value="traceId"/>
<parameter key="target_role" value="id"/>
<list key="set_additional_roles"/>
</operator>
<connect from_op="Loop Parameters" from_port="result 1" to_port="out 1"/>
<portSpacing port="source_file object" spacing="0"/>
<portSpacing port="source_in 1" spacing="0"/>
<portSpacing port="sink_out 1" spacing="0"/>
<portSpacing port="sink_out 2" spacing="0"/>
</process>
</operator>
<operator activated="true" class="read_csv" compatibility="7.3.001" expanded="true" height="68" name="Read CSV" width="90" x="112" y="34">
<parameter key="csv_file" value="C:\Users\ThomasOtt\Downloads\log1Damiano (1).csv"/>
<parameter key="first_row_as_names" value="false"/>
<list key="annotations">
<parameter key="0" value="Name"/>
</list>
<parameter key="encoding" value="windows-1252"/>
<list key="data_set_meta_data_information">
<parameter key="0" value="traceId.true.polynominal.attribute"/>
<parameter key="1" value="padiglione cina.true.integer.attribute"/>
<parameter key="2" value="albero della vita.true.integer.attribute"/>
<parameter key="3" value="padiglione giappone.true.integer.attribute"/>
<parameter key="4" value="padiglione brasile.true.integer.attribute"/>
<parameter key="5" value="padiglione russia.true.integer.attribute"/>
<parameter key="6" value="padiglione ecuador.true.integer.attribute"/>
<parameter key="7" value="padiglione italia.true.integer.attribute"/>
<parameter key="8" value="padiglione austria.true.integer.attribute"/>
<parameter key="9" value="padiglione oman.true.integer.attribute"/>
<parameter key="10" value="padiglione nepal.true.integer.attribute"/>
<parameter key="11" value="padiglione belgio.true.integer.attribute"/>
<parameter key="12" value="padiglione slovacchia.true.integer.attribute"/>
<parameter key="13" value="padiglione estonia.true.integer.attribute"/>
<parameter key="14" value="padiglione zero.true.integer.attribute"/>
<parameter key="15" value="padiglione usa.true.integer.attribute"/>
<parameter key="16" value="padiglione polonia.true.integer.attribute"/>
<parameter key="17" value="padiglione costa d'avorio.true.integer.attribute"/>
<parameter key="18" value="padiglione olanda.true.integer.attribute"/>
<parameter key="19" value="padiglione germania.true.integer.attribute"/>
</list>
</operator>
<operator activated="true" class="select_attributes" compatibility="7.3.001" expanded="true" height="82" name="Select Attributes" width="90" x="246" y="34">
<parameter key="attribute_filter_type" value="value_type"/>
<parameter key="value_type" value="nominal"/>
<parameter key="invert_selection" value="true"/>
</operator>
<operator activated="true" class="generate_id" compatibility="7.3.001" expanded="true" height="82" name="Generate ID" width="90" x="380" y="34">
<parameter key="create_nominal_ids" value="true"/>
</operator>
<operator activated="true" class="loop" compatibility="7.3.001" expanded="true" height="82" name="Loop" width="90" x="514" y="34">
<parameter key="set_iteration_macro" value="true"/>
<parameter key="macro_start_value" value="2"/>
<parameter key="iterations" value="5"/>
<process expanded="true">
<operator activated="true" class="k_means" compatibility="7.3.001" expanded="true" height="82" name="Clustering (2)" width="90" x="45" y="34">
<parameter key="k" value="%{iteration}"/>
<parameter key="max_runs" value="1"/>
</operator>
<operator activated="true" class="set_role" compatibility="7.3.001" expanded="true" height="82" name="Set Role (5)" width="90" x="179" y="34">
<parameter key="attribute_name" value="cluster"/>
<parameter key="target_role" value="label"/>
<list key="set_additional_roles"/>
</operator>
<operator activated="true" class="concurrency:cross_validation" compatibility="7.3.001" expanded="true" height="145" name="Cross Validation (2)" width="90" x="313" y="34">
<process expanded="true">
<operator activated="true" class="parallel_decision_tree" compatibility="7.3.001" expanded="true" height="82" name="Decision Tree (2)" width="90" x="112" y="34">
<parameter key="criterion" value="gini_index"/>
</operator>
<connect from_port="training set" to_op="Decision Tree (2)" to_port="training set"/>
<connect from_op="Decision Tree (2)" from_port="model" to_port="model"/>
<portSpacing port="source_training set" spacing="0"/>
<portSpacing port="sink_model" spacing="0"/>
<portSpacing port="sink_through 1" spacing="0"/>
</process>
<process expanded="true">
<operator activated="true" class="apply_model" compatibility="7.3.001" expanded="true" height="82" name="Apply Model (2)" width="90" x="45" y="34">
<list key="application_parameters"/>
</operator>
<operator activated="true" class="performance" compatibility="7.3.001" expanded="true" height="82" name="Performance (2)" width="90" x="179" y="34"/>
<connect from_port="model" to_op="Apply Model (2)" to_port="model"/>
<connect from_port="test set" to_op="Apply Model (2)" to_port="unlabelled data"/>
<connect from_op="Apply Model (2)" from_port="labelled data" to_op="Performance (2)" to_port="labelled data"/>
<connect from_op="Performance (2)" from_port="performance" to_port="performance 1"/>
<portSpacing port="source_model" spacing="0"/>
<portSpacing port="source_test set" spacing="0"/>
<portSpacing port="source_through 1" spacing="0"/>
<portSpacing port="sink_test set results" spacing="0"/>
<portSpacing port="sink_performance 1" spacing="0"/>
<portSpacing port="sink_performance 2" spacing="0"/>
</process>
</operator>
<operator activated="true" class="performance_to_data" compatibility="7.3.001" expanded="true" height="82" name="Performance to Data (2)" width="90" x="447" y="34"/>
<operator activated="true" class="store" compatibility="7.3.001" expanded="true" height="68" name="Store" width="90" x="581" y="34">
<parameter key="repository_entry" value="../data/processo_kvalue_%{iteration}"/>
</operator>
<connect from_port="input 1" to_op="Clustering (2)" to_port="example set"/>
<connect from_op="Clustering (2)" from_port="clustered set" to_op="Set Role (5)" to_port="example set input"/>
<connect from_op="Set Role (5)" from_port="example set output" to_op="Cross Validation (2)" to_port="example set"/>
<connect from_op="Cross Validation (2)" from_port="performance 1" to_op="Performance to Data (2)" to_port="performance vector"/>
<connect from_op="Performance to Data (2)" from_port="example set" to_op="Store" to_port="input"/>
<connect from_op="Store" from_port="through" to_port="output 1"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="source_input 2" spacing="0"/>
<portSpacing port="sink_output 1" spacing="0"/>
<portSpacing port="sink_output 2" spacing="0"/>
</process>
</operator>
<connect from_op="Read CSV" from_port="output" to_op="Select Attributes" to_port="example set input"/>
<connect from_op="Select Attributes" from_port="example set output" to_op="Generate ID" to_port="example set input"/>
<connect from_op="Generate ID" from_port="example set output" to_op="Loop" to_port="input 1"/>
<connect from_op="Loop" from_port="output 1" to_port="result 1"/>
<portSpacing port="source_input 1" spacing="0"/>
<portSpacing port="sink_result 1" spacing="0"/>
<portSpacing port="sink_result 2" spacing="0"/>
</process>
</operator>
</process>0