RapidMiner

RapidMiner

RemoveDuplicates operator

Regular Contributor

RemoveDuplicates operator

Hi,

I have a data with several variables. Among them 'cluster', 'cluster_from_ES2' are nominal variables and an id variable named 'Id' are also present. I want to delete some observations by using the 'RemoveDuplicates' operator, based on the above variables, 'cluster', 'cluster_from_ES2' and 'Id' variables. How do i specify this in the operator? I tried with regular expression, "Id|cluster.*". But its not working. How do i make this work?

Many thanks again,
Shubha
2 REPLIES
Regular Contributor

Re: RemoveDuplicates operator

Normally the point of an ID tag is to provide identity by uniqueness, if you include it in your regex there can be no duplicate matches :-\ The rest of the regex will match any string which begins with 'cluster', and does not contain a line break, so both 'cluster' and 'cluster_from_ES2' would match. So the answer to the question is ....

"Id|cluster.*"

To see the point try running this, and then changing the regex...

<operator name="Root" class="Process" expanded="yes">
    <operator name="ExampleSetGenerator" class="ExampleSetGenerator">
        <parameter key="number_examples" value="200"/>
        <parameter key="target_function" value="random"/>
    </operator>
    <operator name="IdTagging" class="IdTagging">
    </operator>
    <operator name="BinDiscretization" class="BinDiscretization">
        <parameter key="number_of_bins" value="3"/>
        <parameter key="range_name_type" value="short"/>
    </operator>
    <operator name="ChangeAttributeName" class="ChangeAttributeName">
        <parameter key="new_name" value="cluster"/>
        <parameter key="old_name" value="att1"/>
    </operator>
    <operator name="ChangeAttributeName (2)" class="ChangeAttributeName">
        <parameter key="new_name" value="cluster_from_ES2"/>
        <parameter key="old_name" value="att2"/>
    </operator>
    <operator name="RemoveDuplicates" class="RemoveDuplicates">
        <parameter key="attributes" value="id|cl.*"/>
    </operator>
</operator>
Regular Contributor

Re: RemoveDuplicates operator

That answers my question. Thank you very much for your time.

But, just want to say how i have an id variable with same value being repeated. I have joined the original data with its aggregate data (say the cluster centroids based on three clusters), by the ExampleSetCartesian operator. So, if my exampleset had 25 examples (25 id values) and the aggregate exampleset had 3 examples, then the resultant exampleset will have 25*3=75 examples. And hence ID's are being repeated.

Thank you very much,
Shubha