<?xml version='1.0' encoding='utf-8' standalone='no' ?>
<process version="5.0">
  <context>
    <input />
    <output />
    <macros />
  </context>
  <operator activated="true" class="process" compatibility="5.0.0" expanded="true" name="Root">
    <parameter key="logverbosity" value="all" />
    <parameter key="random_seed" value="2001" />
    <parameter key="send_mail" value="never" />
    <parameter key="process_duration_for_mail" value="30" />
    <parameter key="encoding" value="SYSTEM" />
    <parameter key="parallelize_main_process" value="false" />
    <process expanded="true" height="586" width="705">
      <operator activated="true" class="read_csv" compatibility="5.0.8" expanded="true" height="60" name="Read CSV" width="90" x="45" y="30">
        <parameter key="file_name" value="/Users/arbeit/Projekte/rcomm_demo/allsplit30.csv" />
        <parameter key="encoding" value="MacRoman" />
        <parameter key="trim_lines" value="true" />
        <parameter key="skip_comments" value="true" />
        <parameter key="comment_characters" value="#" />
        <parameter key="use_first_row_as_attribute_names" value="true" />
        <parameter key="use_quotes" value="true" />
        <parameter key="quotes_character" value='"' />
        <parameter key="escape_character_for_quotes" value="\" />
        <parameter key="column_separators" 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="yyyy-MM-dd" />
        <parameter key="read_not_matching_values_as_missings" value="true" />
        <list key="data_set_meta_data_information" />
        <parameter key="attribute_names_already_defined" value="false" />
      </operator>
      <operator activated="true" class="set_role" compatibility="5.0.8" expanded="true" height="76" name="Set Role" width="90" x="179" y="30">
        <parameter key="name" value="lab" />
        <parameter key="target_role" value="label" />
      </operator>
      <operator activated="true" class="set_role" compatibility="5.0.8" expanded="true" height="76" name="Set Role (2)" width="90" x="313" y="30">
        <parameter key="name" value="id" />
        <parameter key="target_role" value="id" />
      </operator>
      <operator activated="true" breakpoints="before" class="sample_stratified" compatibility="5.0.8" expanded="true" height="76" name="Sample (Stratified)" width="90" x="45" y="120">
        <parameter key="sample" value="absolute" />
        <parameter key="sample_size" value="100" />
        <parameter key="sample_ratio" value="0.1" />
        <parameter key="use_local_random_seed" value="false" />
        <parameter key="local_random_seed" value="1992" />
      </operator>
      <operator activated="true" breakpoints="after" class="hhh:hhh_extraction_plain" compatibility="5.0.3" expanded="true" height="94" name="Extract HHHs plain" width="90" x="179" y="120">
        <parameter key="algorithm" value="Full Ancestry" />
        <parameter key="epsilon" value="5.0E-4" />
        <parameter key="phi" value="0.0020" />
        <parameter key="cache_path" value="/Users/arbeit/Projekte/fricke/cache" />
        <parameter key="result" value="true" />
        <parameter key="use_cache" value="false" />
        <parameter key="write_data_struct" value="true" />
        <parameter key="use_path" value="false" />
        <parameter key="path_cap" value="12" />
        <parameter key="use_calls" value="true" />
        <parameter key="call_cap" value="6" />
        <parameter key="use_sequence" value="false" />
        <parameter key="sequence_cap" value="4" />
        <parameter key="use_returnvalue" value="false" />
      </operator>
      <operator activated="true" breakpoints="after" class="log" compatibility="5.0.8" expanded="true" height="76" name="Log" width="90" x="313" y="165">
        <list key="log">
          <parameter key="SetSize" value="operator.Extract HHHs plain.value.SetSize" />
          <parameter key="AvgSetSize" value="operator.Extract HHHs plain.value.AvgSetSize" />
          <parameter key="DataStructSize" value="operator.Extract HHHs plain.value.DataStructSize" />
          <parameter key="HitterTime" value="operator.Extract HHHs plain.value.HitterTime" />
        </list>
        <parameter key="sorting_type" value="none" />
        <parameter key="sorting_k" value="100" />
        <parameter key="persistent" value="false" />
      </operator>
      <operator activated="true" class="select_attributes" compatibility="5.0.8" expanded="true" height="76" name="Select Attributes" width="90" x="447" y="165">
        <parameter key="attribute_filter_type" value="subset" />
        <parameter key="attribute" value="" />
        <parameter key="attributes" value="lab|id|structID|dataStructID" />
        <parameter key="use_except_expression" value="false" />
        <parameter key="value_type" value="attribute_value" />
        <parameter key="use_value_type_exception" value="false" />
        <parameter key="except_value_type" value="time" />
        <parameter key="block_type" value="attribute_block" />
        <parameter key="use_block_type_exception" value="false" />
        <parameter key="except_block_type" value="value_matrix_row_start" />
        <parameter key="invert_selection" value="false" />
        <parameter key="include_special_attributes" value="false" />
      </operator>
      <operator activated="true" class="x_validation" compatibility="5.0.8" expanded="true" height="112" name="Validation" width="90" x="581" y="120">
        <parameter key="create_complete_model" value="false" />
        <parameter key="average_performances_only" value="true" />
        <parameter key="leave_one_out" value="true" />
        <parameter key="number_of_validations" value="10" />
        <parameter key="sampling_type" value="stratified sampling" />
        <parameter key="use_local_random_seed" value="false" />
        <parameter key="local_random_seed" value="1992" />
        <parameter key="parallelize_training" value="false" />
        <parameter key="parallelize_testing" value="false" />
        <process expanded="true" height="440" width="283">
          <operator activated="true" class="k_nn" compatibility="5.0.8" expanded="true" height="76" name="k-NN" width="90" x="112" y="30">
            <parameter key="k" value="7" />
            <parameter key="weighted_vote" value="false" />
            <parameter key="measure_types" value="NominalMeasures" />
            <parameter key="mixed_measure" value="MixedEuclideanDistance" />
            <parameter key="nominal_measure" value="Data Structure Similarity" />
            <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>
          <connect from_port="training" to_op="k-NN" to_port="training set" />
          <connect from_op="k-NN" from_port="model" to_port="model" />
          <portSpacing port="source_training" spacing="0" />
          <portSpacing port="sink_model" spacing="0" />
          <portSpacing port="sink_through 1" spacing="0" />
        </process>
        <process expanded="true" height="440" width="283">
          <operator activated="true" class="apply_model" compatibility="5.0.8" expanded="true" height="76" name="Apply Model" width="90" x="45" y="30">
            <list key="application_parameters" />
            <parameter key="create_view" value="false" />
          </operator>
          <operator activated="true" class="performance_classification" compatibility="5.0.8" expanded="true" height="76" name="Performance" width="90" x="144" y="129">
            <parameter key="main_criterion" value="first" />
            <parameter key="accuracy" value="true" />
            <parameter key="classification_error" value="false" />
            <parameter key="kappa" value="false" />
            <parameter key="weighted_mean_recall" value="false" />
            <parameter key="weighted_mean_precision" value="false" />
            <parameter key="spearman_rho" value="false" />
            <parameter key="kendall_tau" value="false" />
            <parameter key="absolute_error" value="false" />
            <parameter key="relative_error" value="false" />
            <parameter key="relative_error_lenient" value="false" />
            <parameter key="relative_error_strict" value="false" />
            <parameter key="normalized_absolute_error" value="false" />
            <parameter key="root_mean_squared_error" value="false" />
            <parameter key="root_relative_squared_error" value="false" />
            <parameter key="squared_error" value="false" />
            <parameter key="correlation" value="false" />
            <parameter key="squared_correlation" value="false" />
            <parameter key="cross-entropy" value="false" />
            <parameter key="margin" value="false" />
            <parameter key="soft_margin_loss" value="false" />
            <parameter key="logistic_loss" value="false" />
            <parameter key="skip_undefined_labels" value="true" />
            <parameter key="use_example_weights" value="true" />
            <list key="class_weights" />
          </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="Performance" to_port="labelled data" />
          <connect from_op="Performance" from_port="performance" to_port="averagable 1" />
          <portSpacing port="source_model" spacing="0" />
          <portSpacing port="source_test set" spacing="0" />
          <portSpacing port="source_through 1" spacing="0" />
          <portSpacing port="sink_averagable 1" spacing="0" />
          <portSpacing port="sink_averagable 2" spacing="0" />
        </process>
      </operator>
      <connect from_op="Read CSV" from_port="output" to_op="Set Role" to_port="example set input" />
      <connect from_op="Set Role" from_port="example set output" to_op="Set Role (2)" to_port="example set input" />
      <connect from_op="Set Role (2)" from_port="example set output" to_op="Sample (Stratified)" to_port="example set input" />
      <connect from_op="Sample (Stratified)" from_port="example set output" to_op="Extract HHHs plain" to_port="training set" />
      <connect from_op="Extract HHHs plain" from_port="result" to_port="result 2" />
      <connect from_op="Extract HHHs plain" from_port="exampleSet" to_op="Log" to_port="through 1" />
      <connect from_op="Log" from_port="through 1" to_op="Select Attributes" to_port="example set input" />
      <connect from_op="Select Attributes" from_port="example set output" to_op="Validation" to_port="training" />
      <connect from_op="Validation" from_port="averagable 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" />
      <portSpacing port="sink_result 3" spacing="0" />
    </process>
  </operator>
</process>
