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"[SOLVED] How to filter documents by their length?"

mohammadrezamohammadreza Member Posts: 23 Contributor II
edited June 2019 in Help
Hi forum,

I wonder if somebody knows how to filter documents by their length instead of their content. I need to remove short documents from my training examples. But I could only find "Filter Document by Contents" which I think cannot be used for this case.

Thanks all

Answers

  • Marco_BoeckMarco_Boeck Administrator, Moderator, Employee-RapidMiner, Member, University Professor Posts: 1,996 RM Engineering
    Hi,

    see the answer below for a better way of doing it. However, it is also possible to do it this way which allows for more complex filtering if needed:

    <?xml version="1.0" encoding="UTF-8" standalone="no"?>
    <process version="6.4.000-SNAPSHOT">
     <context>
       <input/>
       <output/>
       <macros/>
     </context>
     <operator activated="true" class="process" compatibility="6.4.000-SNAPSHOT" expanded="true" name="Process">
       <process expanded="true">
         <operator activated="true" class="text:create_document" compatibility="6.1.000" expanded="true" height="60" name="Create Document" width="90" x="45" y="30">
           <parameter key="text" value="This is a document. Its length is sufficient to pass the following &quot;Filter Examples&quot; operator."/>
         </operator>
         <operator activated="true" class="text:documents_to_data" compatibility="6.1.000" expanded="true" height="76" name="Documents to Data" width="90" x="179" y="30">
           <parameter key="text_attribute" value="text"/>
         </operator>
         <operator activated="true" class="generate_attributes" compatibility="6.4.000-SNAPSHOT" expanded="true" height="76" name="Generate Attributes" width="90" x="313" y="30">
           <list key="function_descriptions">
             <parameter key="length" value="length(text)"/>
           </list>
         </operator>
         <operator activated="true" class="filter_examples" compatibility="6.4.000-SNAPSHOT" expanded="true" height="94" name="Filter Examples" width="90" x="447" y="30">
           <list key="filters_list">
             <parameter key="filters_entry_key" value="length.ge.50"/>
           </list>
           <parameter key="filters_check_metadata" value="false"/>
         </operator>
         <operator activated="true" class="text:data_to_documents" compatibility="6.1.000" expanded="true" height="60" name="Data to Documents" width="90" x="581" y="30">
           <list key="specify_weights"/>
         </operator>
         <operator activated="true" class="text:create_document" compatibility="6.1.000" expanded="true" height="60" name="Create Document (2)" width="90" x="45" y="165">
           <parameter key="text" value="Too short"/>
         </operator>
         <operator activated="true" class="text:documents_to_data" compatibility="6.1.000" expanded="true" height="76" name="Documents to Data (2)" width="90" x="179" y="165">
           <parameter key="text_attribute" value="text"/>
         </operator>
         <operator activated="true" class="generate_attributes" compatibility="6.4.000-SNAPSHOT" expanded="true" height="76" name="Generate Attributes (2)" width="90" x="313" y="165">
           <list key="function_descriptions">
             <parameter key="length" value="length(text)"/>
           </list>
         </operator>
         <operator activated="true" class="filter_examples" compatibility="6.4.000-SNAPSHOT" expanded="true" height="94" name="Filter Examples (2)" width="90" x="447" y="165">
           <list key="filters_list">
             <parameter key="filters_entry_key" value="length.ge.50"/>
           </list>
           <parameter key="filters_check_metadata" value="false"/>
         </operator>
         <operator activated="true" class="text:data_to_documents" compatibility="6.1.000" expanded="true" height="60" name="Data to Documents (2)" width="90" x="581" y="165">
           <list key="specify_weights"/>
         </operator>
         <connect from_op="Create Document" from_port="output" to_op="Documents to Data" to_port="documents 1"/>
         <connect from_op="Documents to Data" from_port="example set" to_op="Generate Attributes" to_port="example set input"/>
         <connect from_op="Generate Attributes" from_port="example set output" to_op="Filter Examples" to_port="example set input"/>
         <connect from_op="Filter Examples" from_port="example set output" to_op="Data to Documents" to_port="example set"/>
         <connect from_op="Data to Documents" from_port="documents" to_port="result 1"/>
         <connect from_op="Create Document (2)" from_port="output" to_op="Documents to Data (2)" to_port="documents 1"/>
         <connect from_op="Documents to Data (2)" from_port="example set" to_op="Generate Attributes (2)" to_port="example set input"/>
         <connect from_op="Generate Attributes (2)" from_port="example set output" to_op="Filter Examples (2)" to_port="example set input"/>
         <connect from_op="Filter Examples (2)" from_port="example set output" to_op="Data to Documents (2)" to_port="example set"/>
         <connect from_op="Data to Documents (2)" from_port="documents" to_port="result 2"/>
         <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>
    Regards,
    Marco
  • awchisholmawchisholm RapidMiner Certified Expert, Member Posts: 458 Unicorn
    Hello

    There is always "Filter Tokens by Length". This will work on documents because these are just tokens.

    Here's an example
    <?xml version="1.0" encoding="UTF-8" standalone="no"?>
    <process version="6.2.000">
      <context>
        <input/>
        <output/>
        <macros/>
      </context>
      <operator activated="true" class="process" compatibility="6.2.000" expanded="true" name="Process">
        <process expanded="true">
          <operator activated="true" class="text:create_document" compatibility="6.1.000" expanded="true" height="60" name="Create Document" width="90" x="112" y="75">
            <parameter key="text" value="This is a long sentence that is more than 25 characters in length"/>
          </operator>
          <operator activated="true" class="text:create_document" compatibility="6.1.000" expanded="true" height="60" name="Create Document (2)" width="90" x="112" y="210">
            <parameter key="text" value="short"/>
          </operator>
          <operator activated="true" class="text:create_document" compatibility="6.1.000" expanded="true" height="60" name="Create Document (3)" width="90" x="112" y="345">
            <parameter key="text" value="this is medium length"/>
          </operator>
          <operator activated="true" class="text:combine_documents" compatibility="6.1.000" expanded="true" height="112" name="Combine Documents" width="90" x="313" y="75"/>
          <operator activated="true" class="text:filter_by_length" compatibility="6.1.000" expanded="true" height="60" name="Filter Tokens (by Length)" width="90" x="447" y="75">
            <parameter key="min_chars" value="10"/>
          </operator>
          <connect from_op="Create Document" from_port="output" to_op="Combine Documents" to_port="documents 1"/>
          <connect from_op="Create Document (2)" from_port="output" to_op="Combine Documents" to_port="documents 2"/>
          <connect from_op="Create Document (3)" from_port="output" to_op="Combine Documents" to_port="documents 3"/>
          <connect from_op="Combine Documents" from_port="document" to_op="Filter Tokens (by Length)" to_port="document"/>
          <connect from_op="Filter Tokens (by Length)" from_port="document" 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>
    regards

    Andrew
  • mohammadrezamohammadreza Member Posts: 23 Contributor II
    Thanks a lot Marco and Andrew. I found both of the solutions pretty nice and marked the question as SOLVED.
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