GDP-and-Productivity-of-Indian-Cities/Process 3.rmp at main · sasank484/GDP-and-Productivity-of-Indian-Cities · GitHub

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<?xml version="1.0" encoding="UTF-8"?><process version="10.3.001">
  <context>
    <input/>
    <output/>
    <macros/>
  </context>
  <operator activated="true" class="process" compatibility="10.3.001" 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="retrieve" compatibility="10.3.001" expanded="true" height="68" name="Retrieve Economy_Productivity_SD_India" width="90" x="45" y="34">
        <parameter key="repository_entry" value="//Local Repository/Economy_Productivity_SD_India"/>
      </operator>
      <operator activated="true" class="replace_missing_values" compatibility="10.3.001" expanded="true" height="103" name="Replace Missing Values" width="90" x="179" y="34">
        <parameter key="return_preprocessing_model" value="false"/>
        <parameter key="attribute_filter_type" value="subset"/>
        <parameter key="attribute" value=""/>
        <parameter key="attributes" value="Youth Unemployment Rate (%)|ICT Sector Employment (%)|Patents per 100,000 Inhabitants|R&amp;D Expenditure (% of GDP)|SME Employment (%)|Tourism Sector Employment (%)|Unemployment Rate (%)"/>
        <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"/>
        <parameter key="default" value="average"/>
        <list key="columns"/>
      </operator>
      <operator activated="true" class="normalize" compatibility="10.3.001" expanded="true" height="103" name="Normalize" width="90" x="313" y="34">
        <parameter key="return_preprocessing_model" value="false"/>
        <parameter key="attribute_filter_type" value="subset"/>
        <parameter key="attribute" value=""/>
        <parameter key="attributes" value="R&amp;D Expenditure (% of GDP)|Patents per 100,000 Inhabitants|Unemployment Rate (%)|SME Employment (%)|ICT Sector Employment (%)"/>
        <parameter key="use_except_expression" value="false"/>
        <parameter key="value_type" value="numeric"/>
        <parameter key="use_value_type_exception" value="false"/>
        <parameter key="except_value_type" value="real"/>
        <parameter key="block_type" value="value_series"/>
        <parameter key="use_block_type_exception" value="false"/>
        <parameter key="except_block_type" value="value_series_end"/>
        <parameter key="invert_selection" value="false"/>
        <parameter key="include_special_attributes" value="false"/>
        <parameter key="method" value="Z-transformation"/>
        <parameter key="min" value="0.0"/>
        <parameter key="max" value="1.0"/>
        <parameter key="allow_negative_values" value="false"/>
      </operator>
      <operator activated="true" class="blending:select_attributes" compatibility="10.3.001" expanded="true" height="82" name="Select Attributes" width="90" x="447" y="34">
        <parameter key="type" value="include attributes"/>
        <parameter key="attribute_filter_type" value="a subset"/>
        <parameter key="select_attribute" value=""/>
        <parameter key="select_subset" value="R&amp;D Expenditure (% of GDP)␞Patents per 100,000 Inhabitants␞Unemployment Rate (%)␞SME Employment (%)␞Tourism Sector Employment (%)␞ICT Sector Employment (%)"/>
        <parameter key="also_apply_to_special_attributes_(id,_label..)" value="false"/>
      </operator>
      <operator activated="true" class="concurrency:k_means" compatibility="10.3.001" expanded="true" height="82" name="Clustering" width="90" x="581" y="34">
        <parameter key="add_cluster_attribute" value="true"/>
        <parameter key="add_as_label" value="false"/>
        <parameter key="remove_unlabeled" value="false"/>
        <parameter key="k" value="3"/>
        <parameter key="max_runs" value="10"/>
        <parameter key="determine_good_start_values" value="true"/>
        <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>
      <connect from_op="Retrieve Economy_Productivity_SD_India" from_port="output" to_op="Replace Missing Values" to_port="example set input"/>
      <connect from_op="Replace Missing Values" from_port="example set output" to_op="Normalize" to_port="example set input"/>
      <connect from_op="Normalize" from_port="example set output" to_op="Select Attributes" to_port="example set input"/>
      <connect from_op="Select Attributes" from_port="example set output" to_op="Clustering" to_port="example set"/>
      <connect from_op="Clustering" from_port="clustered set" 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"/>
      <description align="center" color="yellow" colored="false" height="105" resized="false" width="180" x="696" y="548">Type your comment</description>
    </process>
  </operator>
</process>