Logistic Regression with polynominal attributes

<?xml version="1.0" encoding="UTF-8"?><process version="9.6.000">
  <context>
    <input/>
    <output/>
    <macros/>
  </context>
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    <parameter key="random_seed" value="2001"/>
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    <parameter key="process_duration_for_mail" value="30"/>
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            <parameter key="attribute" value="Ad Topic Line"/>
            <parameter key="attributes" value=""/>
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            <parameter key="create_word_vector" value="true"/>
            <parameter key="vector_creation" value="TF-IDF"/>
            <parameter key="add_meta_information" value="true"/>
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            <parameter key="prune_method" value="percentual"/>
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            <parameter key="prune_below_rank" value="0.05"/>
            <parameter key="prune_above_rank" value="0.95"/>
            <parameter key="datamanagement" value="double_sparse_array"/>
            <parameter key="data_management" value="auto"/>
            <parameter key="select_attributes_and_weights" value="false"/>
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                <parameter key="characters" value=".:"/>
                <parameter key="language" value="English"/>
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            <parameter key="attribute_filter_type" value="single"/>
            <parameter key="attribute" value="Clicked on Ad"/>
            <parameter key="attributes" value=""/>
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            <parameter key="attribute_name" value="Clicked on Ad"/>
            <parameter key="target_role" value="label"/>
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            <parameter key="attribute_filter_type" value="single"/>
            <parameter key="attribute" value="Country"/>
            <parameter key="attributes" value=""/>
            <parameter key="use_except_expression" value="false"/>
            <parameter key="value_type" value="attribute_value"/>
            <parameter key="use_value_type_exception" value="false"/>
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            <list key="value_mappings">
              <parameter key="United States of America" value="United States"/>
              <parameter key="Antarctica (the territory South of 60 deg S)" value="Antarctica"/>
              <parameter key="Bouvet Island (Bouvetoya)" value="Bouvet Island"/>
              <parameter key="British Indian Ocean Territory (Chagos Archipelago)" value="British Indian Ocean Territory"/>
              <parameter key="Brunei Darussalam" value="Brunei"/>
              <parameter key="Cote d'Ivoire" value="Ivory Coast (Côte d'Ivoire)"/>
              <parameter key="Falkland Islands (Malvinas)" value="Falkland Islands"/>
              <parameter key="Gambia" value="The Gambia"/>
              <parameter key="Holy See (Vatican City State)" value="Vatican City"/>
              <parameter key="Korea" value="South Korea"/>
              <parameter key="Kyrgyz Republic" value="Kyrgyzstan"/>
              <parameter key="Lao People's Democratic Republic" value="Laos"/>
              <parameter key="Libyan Arab Jamahiriya" value="Libya"/>
              <parameter key="Macao" value="Macau"/>
              <parameter key="Micronesia" value="Federated States of Micronesia"/>
              <parameter key="Netherlands Antilles" value="Caribbean Netherlands (Bonaire, Sint Eustatius and Saba)"/>
              <parameter key="Palestinian Territory" value="Palestine"/>
              <parameter key="Reunion" value="Réunion"/>
              <parameter key="Russian Federation" value="Russia"/>
              <parameter key="Saint Barthelemy" value="Saint Barthélemy"/>
              <parameter key="Saint Helena" value="Saint Helena, Ascension and Tristan da Cunha"/>
              <parameter key="Saint Martin" value="Saint Martin (French part)"/>
              <parameter key="Sao Tome and Principe" value="São Tomé and Principé"/>
              <parameter key="Slovakia (Slovak Republic)" value="Slovakia"/>
              <parameter key="Svalbard &amp; Jan Mayen Islands" value="Svalbard and Jan Mayen"/>
              <parameter key="Syrian Arab Republic" value="Syria"/>
              <parameter key="Timor-Leste" value="East Timor"/>
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            <parameter key="repository_entry" value="//Community Samples/Community Data Sets/World Geography/World Countries"/>
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            <parameter key="attribute_filter_type" value="subset"/>
            <parameter key="attribute" value=""/>
            <parameter key="attributes" value="Country Name|UN continental region"/>
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            <parameter key="value_type" value="attribute_value"/>
            <parameter key="use_value_type_exception" value="false"/>
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            <parameter key="block_type" value="attribute_block"/>
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            <parameter key="remove_double_attributes" value="true"/>
            <parameter key="join_type" value="left"/>
            <parameter key="use_id_attribute_as_key" value="false"/>
            <list key="key_attributes">
              <parameter key="Country" value="Country Name"/>
            </list>
            <parameter key="keep_both_join_attributes" value="false"/>
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            <parameter key="attribute_filter_type" value="single"/>
            <parameter key="attribute" value="UN continental region"/>
            <parameter key="attributes" value=""/>
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            <parameter key="use_value_type_exception" value="false"/>
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            <parameter key="include_special_attributes" value="false"/>
            <parameter key="coding_type" value="dummy coding"/>
            <parameter key="use_comparison_groups" value="false"/>
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            <parameter key="use_underscore_in_name" value="false"/>
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            <parameter key="time_unit" value="hour"/>
            <parameter key="millisecond_relative_to" value="epoch"/>
            <parameter key="second_relative_to" value="minute"/>
            <parameter key="minute_relative_to" value="hour"/>
            <parameter key="hour_relative_to" value="day"/>
            <parameter key="day_relative_to" value="month"/>
            <parameter key="week_relative_to" value="year"/>
            <parameter key="month_relative_to" value="year"/>
            <parameter key="quarter_relative_to" value="year"/>
            <parameter key="half_year_relative_to" value="year"/>
            <parameter key="year_relative_to" value="era"/>
            <parameter key="keep_old_attribute" value="true"/>
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            <parameter key="time_unit" value="day"/>
            <parameter key="millisecond_relative_to" value="epoch"/>
            <parameter key="second_relative_to" value="minute"/>
            <parameter key="minute_relative_to" value="hour"/>
            <parameter key="hour_relative_to" value="day"/>
            <parameter key="day_relative_to" value="week"/>
            <parameter key="week_relative_to" value="year"/>
            <parameter key="month_relative_to" value="year"/>
            <parameter key="quarter_relative_to" value="year"/>
            <parameter key="half_year_relative_to" value="year"/>
            <parameter key="year_relative_to" value="era"/>
            <parameter key="keep_old_attribute" value="true"/>
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            <parameter key="time_unit" value="week"/>
            <parameter key="millisecond_relative_to" value="epoch"/>
            <parameter key="second_relative_to" value="minute"/>
            <parameter key="minute_relative_to" value="hour"/>
            <parameter key="hour_relative_to" value="day"/>
            <parameter key="day_relative_to" value="month"/>
            <parameter key="week_relative_to" value="year"/>
            <parameter key="month_relative_to" value="year"/>
            <parameter key="quarter_relative_to" value="year"/>
            <parameter key="half_year_relative_to" value="year"/>
            <parameter key="year_relative_to" value="era"/>
            <parameter key="keep_old_attribute" value="true"/>
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            <parameter key="time_unit" value="day"/>
            <parameter key="millisecond_relative_to" value="epoch"/>
            <parameter key="second_relative_to" value="minute"/>
            <parameter key="minute_relative_to" value="hour"/>
            <parameter key="hour_relative_to" value="day"/>
            <parameter key="day_relative_to" value="month"/>
            <parameter key="week_relative_to" value="year"/>
            <parameter key="month_relative_to" value="year"/>
            <parameter key="quarter_relative_to" value="year"/>
            <parameter key="half_year_relative_to" value="year"/>
            <parameter key="year_relative_to" value="era"/>
            <parameter key="keep_old_attribute" value="false"/>
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            <parameter key="attribute_filter_type" value="subset"/>
            <parameter key="attribute" value=""/>
            <parameter key="attributes" value="City|Country|Country Name|text"/>
            <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="true"/>
            <parameter key="include_special_attributes" value="true"/>
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          <connect from_op="Process Documents from Data" from_port="example set" to_op="Numerical to Binominal" to_port="example set input"/>
          <connect from_op="Numerical to Binominal" from_port="example set output" to_op="Set Role" to_port="example set input"/>
          <connect from_op="Set Role" from_port="example set output" to_op="Map" to_port="example set input"/>
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          <connect from_op="Retrieve World Countries" from_port="output" to_op="Select Attributes" to_port="example set input"/>
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        <parameter key="number_of_folds" value="10"/>
        <parameter key="sampling_type" value="automatic"/>
        <parameter key="use_local_random_seed" value="false"/>
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          <operator activated="true" class="h2o:logistic_regression" compatibility="9.3.001" expanded="true" height="124" name="Logistic Regression" width="90" x="112" y="34">
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            <parameter key="reproducible" value="false"/>
            <parameter key="maximum_number_of_threads" value="4"/>
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            <parameter key="early_stopping" value="true"/>
            <parameter key="stopping_rounds" value="3"/>
            <parameter key="stopping_tolerance" value="0.001"/>
            <parameter key="standardize" value="true"/>
            <parameter key="non-negative_coefficients" value="false"/>
            <parameter key="add_intercept" value="true"/>
            <parameter key="compute_p-values" value="true"/>
            <parameter key="remove_collinear_columns" value="true"/>
            <parameter key="missing_values_handling" value="MeanImputation"/>
            <parameter key="max_iterations" value="0"/>
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          <connect from_port="training set" to_op="Logistic Regression" to_port="training set"/>
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            <parameter key="manually_set_positive_class" value="false"/>
            <parameter key="main_criterion" value="first"/>
            <parameter key="accuracy" value="true"/>
            <parameter key="classification_error" value="false"/>
            <parameter key="kappa" value="false"/>
            <parameter key="AUC (optimistic)" value="false"/>
            <parameter key="AUC" value="false"/>
            <parameter key="AUC (pessimistic)" value="false"/>
            <parameter key="precision" value="false"/>
            <parameter key="recall" value="false"/>
            <parameter key="lift" value="false"/>
            <parameter key="fallout" value="false"/>
            <parameter key="f_measure" value="false"/>
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            <parameter key="false_negative" value="false"/>
            <parameter key="true_positive" value="false"/>
            <parameter key="true_negative" value="false"/>
            <parameter key="sensitivity" value="false"/>
            <parameter key="specificity" value="false"/>
            <parameter key="youden" value="false"/>
            <parameter key="positive_predictive_value" value="false"/>
            <parameter key="negative_predictive_value" value="false"/>
            <parameter key="psep" value="false"/>
            <parameter key="skip_undefined_labels" value="true"/>
            <parameter key="use_example_weights" value="true"/>
          </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="performance 1"/>
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      </operator>
      <connect from_op="Retrieve advertising" from_port="output" to_op="Subprocess" to_port="in 1"/>
      <connect from_op="Subprocess" from_port="out 1" to_op="Cross Validation" to_port="example set"/>
      <connect from_op="Cross Validation" from_port="model" to_port="result 1"/>
      <connect from_op="Cross Validation" from_port="example set" to_port="result 2"/>
      <connect from_op="Cross Validation" from_port="performance 1" to_port="result 3"/>
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      <portSpacing port="sink_result 4" spacing="0"/>
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  </operator>
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