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<?xml version="1.0" encoding="UTF-8"?><process version="7.6.003">

<context>

<input/>

<output/>

<macros/>

</context>

<operator activated="true" class="process" compatibility="7.6.003" expanded="true" name="Process">

<parameter key="logverbosity" value="init"/>

<parameter key="random_seed" value="2001"/>

<parameter key="send_mail" value="never"/>

<parameter key="notification_email" value=""/>

<parameter key="process_duration_for_mail" value="30"/>

<parameter key="encoding" value="SYSTEM"/>

<process expanded="true">

<operator activated="true" class="read_csv" compatibility="7.6.003" expanded="true" height="68" name="Read CSV" width="90" x="112" y="85">

<parameter key="csv_file" value="C:\Users\sysop\Desktop\lsum.csv"/>

<parameter key="column_separators" value=";"/>

<parameter key="trim_lines" value="false"/>

<parameter key="use_quotes" value="true"/>

<parameter key="quotes_character" value="""/>

<parameter key="escape_character" value="\"/>

<parameter key="skip_comments" value="false"/>

<parameter key="comment_characters" value="#"/>

<parameter key="parse_numbers" value="true"/>

<parameter key="decimal_character" value="."/>

<parameter key="grouped_digits" value="false"/>

<parameter key="grouping_character" value=","/>

<parameter key="date_format" value=""/>

<parameter key="first_row_as_names" value="true"/>

<list key="annotations"/>

<parameter key="time_zone" value="SYSTEM"/>

<parameter key="locale" value="English (United States)"/>

<parameter key="encoding" value="SYSTEM"/>

<list key="data_set_meta_data_information"/>

<parameter key="read_not_matching_values_as_missings" value="true"/>

<parameter key="datamanagement" value="double_array"/>

<parameter key="data_management" value="auto"/>

</operator>

<operator activated="true" class="multiply" compatibility="7.6.003" expanded="true" height="145" name="Multiply" width="90" x="313" y="85"/>

<operator activated="true" class="agglomerative_clustering" compatibility="7.6.003" expanded="true" height="82" name="Clustering (3)" width="90" x="313" y="442">

<parameter key="mode" value="CompleteLink"/>

<parameter key="measure_types" value="MixedMeasures"/>

<parameter key="mixed_measure" value="MixedEuclideanDistance"/>

<parameter key="nominal_measure" value="NominalDistance"/>

<parameter key="numerical_measure" value="EuclideanDistance"/>

<parameter key="divergence" value="GeneralizedIDivergence"/>

<parameter key="kernel_type" value="radial"/>

<parameter key="kernel_gamma" value="1.0"/>

<parameter key="kernel_sigma1" value="1.0"/>

<parameter key="kernel_sigma2" value="0.0"/>

<parameter key="kernel_sigma3" value="2.0"/>

<parameter key="kernel_degree" value="3.0"/>

<parameter key="kernel_shift" value="1.0"/>

<parameter key="kernel_a" value="1.0"/>

<parameter key="kernel_b" value="0.0"/>

</operator>

<operator activated="true" class="dbscan" compatibility="7.6.003" expanded="true" height="82" name="Clustering (2)" width="90" x="514" y="238">

<parameter key="epsilon" value="0.5"/>

<parameter key="min_points" value="25"/>

<parameter key="add_cluster_attribute" value="true"/>

<parameter key="add_as_label" value="false"/>

<parameter key="remove_unlabeled" value="false"/>

<parameter key="measure_types" value="MixedMeasures"/>

<parameter key="mixed_measure" value="MixedEuclideanDistance"/>

<parameter key="nominal_measure" value="NominalDistance"/>

<parameter key="numerical_measure" value="EuclideanDistance"/>

<parameter key="divergence" value="GeneralizedIDivergence"/>

<parameter key="kernel_type" value="radial"/>

<parameter key="kernel_gamma" value="1.0"/>

<parameter key="kernel_sigma1" value="1.0"/>

<parameter key="kernel_sigma2" value="0.0"/>

<parameter key="kernel_sigma3" value="2.0"/>

<parameter key="kernel_degree" value="3.0"/>

<parameter key="kernel_shift" value="1.0"/>

<parameter key="kernel_a" value="1.0"/>

<parameter key="kernel_b" value="0.0"/>

</operator>

<operator activated="true" class="k_means" compatibility="7.6.003" expanded="true" height="82" name="Clustering" width="90" x="514" y="136">

<parameter key="add_cluster_attribute" value="true"/>

<parameter key="add_as_label" value="false"/>

<parameter key="remove_unlabeled" value="false"/>

<parameter key="k" value="5"/>

<parameter key="max_runs" value="100"/>

<parameter key="determine_good_start_values" value="false"/>

<parameter key="measure_types" value="BregmanDivergences"/>

<parameter key="mixed_measure" value="MixedEuclideanDistance"/>

<parameter key="nominal_measure" value="NominalDistance"/>

<parameter key="numerical_measure" value="EuclideanDistance"/>

<parameter key="divergence" value="SquaredEuclideanDistance"/>

<parameter key="kernel_type" value="radial"/>

<parameter key="kernel_gamma" value="1.0"/>

<parameter key="kernel_sigma1" value="1.0"/>

<parameter key="kernel_sigma2" value="0.0"/>

<parameter key="kernel_sigma3" value="2.0"/>

<parameter key="kernel_degree" value="3.0"/>

<parameter key="kernel_shift" value="1.0"/>

<parameter key="kernel_a" value="1.0"/>

<parameter key="kernel_b" value="0.0"/>

<parameter key="max_optimization_steps" value="100"/>

<parameter key="use_local_random_seed" value="false"/>

<parameter key="local_random_seed" value="1992"/>

</operator>

<operator activated="true" class="multiply" compatibility="7.6.003" expanded="true" height="103" name="Multiply (2)" width="90" x="514" y="340"/>

<operator activated="true" class="flatten_clustering" compatibility="7.6.003" expanded="true" height="82" name="Flatten Clustering" width="90" x="715" y="442">

<parameter key="number_of_clusters" value="3"/>

<parameter key="add_as_label" value="false"/>

<parameter key="remove_unlabeled" value="false"/>

</operator>

<connect from_op="Read CSV" from_port="output" to_op="Multiply" to_port="input"/>

<connect from_op="Multiply" from_port="output 1" to_port="result 1"/>

<connect from_op="Multiply" from_port="output 2" to_op="Clustering" to_port="example set"/>

<connect from_op="Multiply" from_port="output 3" to_op="Clustering (2)" to_port="example set"/>

<connect from_op="Multiply" from_port="output 4" to_op="Clustering (3)" to_port="example set"/>

<connect from_op="Clustering (3)" from_port="cluster model" to_op="Multiply (2)" to_port="input"/>

<connect from_op="Clustering (3)" from_port="example set" to_op="Flatten Clustering" to_port="example set"/>

<connect from_op="Clustering (2)" from_port="clustered set" to_port="result 3"/>

<connect from_op="Clustering" from_port="clustered set" to_port="result 2"/>

<connect from_op="Multiply (2)" from_port="output 1" to_port="result 6"/>

<connect from_op="Multiply (2)" from_port="output 2" to_op="Flatten Clustering" to_port="hierarchical"/>

<connect from_op="Flatten Clustering" from_port="flat" to_port="result 4"/>

<connect from_op="Flatten Clustering" from_port="example set" to_port="result 5"/>

<portSpacing port="source_input 1" spacing="0"/>

<portSpacing port="sink_result 1" spacing="0"/>

<portSpacing port="sink_result 2" spacing="0"/>

<portSpacing port="sink_result 3" spacing="0"/>

<portSpacing port="sink_result 4" spacing="0"/>

<portSpacing port="sink_result 5" spacing="0"/>

<portSpacing port="sink_result 6" spacing="0"/>

<portSpacing port="sink_result 7" spacing="0"/>

</process>

</operator>

</process>

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&lt;?xml version=&quot;1.0&quot; encoding=&quot;UTF-8&quot;?&gt;&lt;process version=&quot;7.6.003&quot;&gt;
  &lt;context&gt;
    &lt;input/&gt;
    &lt;output/&gt;
    &lt;macros/&gt;
  &lt;/context&gt;
  &lt;operator activated=&quot;true&quot; class=&quot;process&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; name=&quot;Process&quot;&gt;
    &lt;parameter key=&quot;logverbosity&quot; value=&quot;init&quot;/&gt;
    &lt;parameter key=&quot;random_seed&quot; value=&quot;2001&quot;/&gt;
    &lt;parameter key=&quot;send_mail&quot; value=&quot;never&quot;/&gt;
    &lt;parameter key=&quot;notification_email&quot; value=&quot;&quot;/&gt;
    &lt;parameter key=&quot;process_duration_for_mail&quot; value=&quot;30&quot;/&gt;
    &lt;parameter key=&quot;encoding&quot; value=&quot;SYSTEM&quot;/&gt;
    &lt;process expanded=&quot;true&quot;&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;read_csv&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;68&quot; name=&quot;Read CSV&quot; width=&quot;90&quot; x=&quot;112&quot; y=&quot;85&quot;&gt;
        &lt;parameter key=&quot;csv_file&quot; value=&quot;C:\Users\sysop\Desktop\lsum.csv&quot;/&gt;
        &lt;parameter key=&quot;column_separators&quot; value=&quot;;&quot;/&gt;
        &lt;parameter key=&quot;trim_lines&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;use_quotes&quot; value=&quot;true&quot;/&gt;
        &lt;parameter key=&quot;quotes_character&quot; value=&quot;&amp;quot;&quot;/&gt;
        &lt;parameter key=&quot;escape_character&quot; value=&quot;\&quot;/&gt;
        &lt;parameter key=&quot;skip_comments&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;comment_characters&quot; value=&quot;#&quot;/&gt;
        &lt;parameter key=&quot;parse_numbers&quot; value=&quot;true&quot;/&gt;
        &lt;parameter key=&quot;decimal_character&quot; value=&quot;.&quot;/&gt;
        &lt;parameter key=&quot;grouped_digits&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;grouping_character&quot; value=&quot;,&quot;/&gt;
        &lt;parameter key=&quot;date_format&quot; value=&quot;&quot;/&gt;
        &lt;parameter key=&quot;first_row_as_names&quot; value=&quot;true&quot;/&gt;
        &lt;list key=&quot;annotations&quot;/&gt;
        &lt;parameter key=&quot;time_zone&quot; value=&quot;SYSTEM&quot;/&gt;
        &lt;parameter key=&quot;locale&quot; value=&quot;English (United States)&quot;/&gt;
        &lt;parameter key=&quot;encoding&quot; value=&quot;SYSTEM&quot;/&gt;
        &lt;list key=&quot;data_set_meta_data_information&quot;/&gt;
        &lt;parameter key=&quot;read_not_matching_values_as_missings&quot; value=&quot;true&quot;/&gt;
        &lt;parameter key=&quot;datamanagement&quot; value=&quot;double_array&quot;/&gt;
        &lt;parameter key=&quot;data_management&quot; value=&quot;auto&quot;/&gt;
      &lt;/operator&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;multiply&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;145&quot; name=&quot;Multiply&quot; width=&quot;90&quot; x=&quot;313&quot; y=&quot;85&quot;/&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;agglomerative_clustering&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;82&quot; name=&quot;Clustering (3)&quot; width=&quot;90&quot; x=&quot;313&quot; y=&quot;442&quot;&gt;
        &lt;parameter key=&quot;mode&quot; value=&quot;CompleteLink&quot;/&gt;
        &lt;parameter key=&quot;measure_types&quot; value=&quot;MixedMeasures&quot;/&gt;
        &lt;parameter key=&quot;mixed_measure&quot; value=&quot;MixedEuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;nominal_measure&quot; value=&quot;NominalDistance&quot;/&gt;
        &lt;parameter key=&quot;numerical_measure&quot; value=&quot;EuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;divergence&quot; value=&quot;GeneralizedIDivergence&quot;/&gt;
        &lt;parameter key=&quot;kernel_type&quot; value=&quot;radial&quot;/&gt;
        &lt;parameter key=&quot;kernel_gamma&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma1&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma2&quot; value=&quot;0.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma3&quot; value=&quot;2.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_degree&quot; value=&quot;3.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_shift&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_a&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_b&quot; value=&quot;0.0&quot;/&gt;
      &lt;/operator&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;dbscan&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;82&quot; name=&quot;Clustering (2)&quot; width=&quot;90&quot; x=&quot;514&quot; y=&quot;238&quot;&gt;
        &lt;parameter key=&quot;epsilon&quot; value=&quot;0.5&quot;/&gt;
        &lt;parameter key=&quot;min_points&quot; value=&quot;25&quot;/&gt;
        &lt;parameter key=&quot;add_cluster_attribute&quot; value=&quot;true&quot;/&gt;
        &lt;parameter key=&quot;add_as_label&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;remove_unlabeled&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;measure_types&quot; value=&quot;MixedMeasures&quot;/&gt;
        &lt;parameter key=&quot;mixed_measure&quot; value=&quot;MixedEuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;nominal_measure&quot; value=&quot;NominalDistance&quot;/&gt;
        &lt;parameter key=&quot;numerical_measure&quot; value=&quot;EuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;divergence&quot; value=&quot;GeneralizedIDivergence&quot;/&gt;
        &lt;parameter key=&quot;kernel_type&quot; value=&quot;radial&quot;/&gt;
        &lt;parameter key=&quot;kernel_gamma&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma1&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma2&quot; value=&quot;0.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma3&quot; value=&quot;2.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_degree&quot; value=&quot;3.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_shift&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_a&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_b&quot; value=&quot;0.0&quot;/&gt;
      &lt;/operator&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;k_means&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;82&quot; name=&quot;Clustering&quot; width=&quot;90&quot; x=&quot;514&quot; y=&quot;136&quot;&gt;
        &lt;parameter key=&quot;add_cluster_attribute&quot; value=&quot;true&quot;/&gt;
        &lt;parameter key=&quot;add_as_label&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;remove_unlabeled&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;k&quot; value=&quot;5&quot;/&gt;
        &lt;parameter key=&quot;max_runs&quot; value=&quot;100&quot;/&gt;
        &lt;parameter key=&quot;determine_good_start_values&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;measure_types&quot; value=&quot;BregmanDivergences&quot;/&gt;
        &lt;parameter key=&quot;mixed_measure&quot; value=&quot;MixedEuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;nominal_measure&quot; value=&quot;NominalDistance&quot;/&gt;
        &lt;parameter key=&quot;numerical_measure&quot; value=&quot;EuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;divergence&quot; value=&quot;SquaredEuclideanDistance&quot;/&gt;
        &lt;parameter key=&quot;kernel_type&quot; value=&quot;radial&quot;/&gt;
        &lt;parameter key=&quot;kernel_gamma&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma1&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma2&quot; value=&quot;0.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_sigma3&quot; value=&quot;2.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_degree&quot; value=&quot;3.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_shift&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_a&quot; value=&quot;1.0&quot;/&gt;
        &lt;parameter key=&quot;kernel_b&quot; value=&quot;0.0&quot;/&gt;
        &lt;parameter key=&quot;max_optimization_steps&quot; value=&quot;100&quot;/&gt;
        &lt;parameter key=&quot;use_local_random_seed&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;local_random_seed&quot; value=&quot;1992&quot;/&gt;
      &lt;/operator&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;multiply&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;103&quot; name=&quot;Multiply (2)&quot; width=&quot;90&quot; x=&quot;514&quot; y=&quot;340&quot;/&gt;
      &lt;operator activated=&quot;true&quot; class=&quot;flatten_clustering&quot; compatibility=&quot;7.6.003&quot; expanded=&quot;true&quot; height=&quot;82&quot; name=&quot;Flatten Clustering&quot; width=&quot;90&quot; x=&quot;715&quot; y=&quot;442&quot;&gt;
        &lt;parameter key=&quot;number_of_clusters&quot; value=&quot;3&quot;/&gt;
        &lt;parameter key=&quot;add_as_label&quot; value=&quot;false&quot;/&gt;
        &lt;parameter key=&quot;remove_unlabeled&quot; value=&quot;false&quot;/&gt;
      &lt;/operator&gt;
      &lt;connect from_op=&quot;Read CSV&quot; from_port=&quot;output&quot; to_op=&quot;Multiply&quot; to_port=&quot;input&quot;/&gt;
      &lt;connect from_op=&quot;Multiply&quot; from_port=&quot;output 1&quot; to_port=&quot;result 1&quot;/&gt;
      &lt;connect from_op=&quot;Multiply&quot; from_port=&quot;output 2&quot; to_op=&quot;Clustering&quot; to_port=&quot;example set&quot;/&gt;
      &lt;connect from_op=&quot;Multiply&quot; from_port=&quot;output 3&quot; to_op=&quot;Clustering (2)&quot; to_port=&quot;example set&quot;/&gt;
      &lt;connect from_op=&quot;Multiply&quot; from_port=&quot;output 4&quot; to_op=&quot;Clustering (3)&quot; to_port=&quot;example set&quot;/&gt;
      &lt;connect from_op=&quot;Clustering (3)&quot; from_port=&quot;cluster model&quot; to_op=&quot;Multiply (2)&quot; to_port=&quot;input&quot;/&gt;
      &lt;connect from_op=&quot;Clustering (3)&quot; from_port=&quot;example set&quot; to_op=&quot;Flatten Clustering&quot; to_port=&quot;example set&quot;/&gt;
      &lt;connect from_op=&quot;Clustering (2)&quot; from_port=&quot;clustered set&quot; to_port=&quot;result 3&quot;/&gt;
      &lt;connect from_op=&quot;Clustering&quot; from_port=&quot;clustered set&quot; to_port=&quot;result 2&quot;/&gt;
      &lt;connect from_op=&quot;Multiply (2)&quot; from_port=&quot;output 1&quot; to_port=&quot;result 6&quot;/&gt;
      &lt;connect from_op=&quot;Multiply (2)&quot; from_port=&quot;output 2&quot; to_op=&quot;Flatten Clustering&quot; to_port=&quot;hierarchical&quot;/&gt;
      &lt;connect from_op=&quot;Flatten Clustering&quot; from_port=&quot;flat&quot; to_port=&quot;result 4&quot;/&gt;
      &lt;connect from_op=&quot;Flatten Clustering&quot; from_port=&quot;example set&quot; to_port=&quot;result 5&quot;/&gt;
      &lt;portSpacing port=&quot;source_input 1&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 1&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 2&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 3&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 4&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 5&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 6&quot; spacing=&quot;0&quot;/&gt;
      &lt;portSpacing port=&quot;sink_result 7&quot; spacing=&quot;0&quot;/&gt;
    &lt;/process&gt;
  &lt;/operator&gt;
&lt;/process&gt;

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