A program to recognize and reward our most engaged community members
<?xml version="1.0" encoding="UTF-8"?><process version="9.10.008"> <context> <input/> <output/> <macros/> </context> <operator activated="true" class="process" compatibility="9.10.008" expanded="true" name="Process"> <parameter key="logverbosity" value="init"/> <parameter key="random_seed" value="-1"/> <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="subprocess" compatibility="9.10.008" expanded="true" height="82" name="Get example data" width="90" x="45" y="34"> <process expanded="true"> <operator activated="true" class="retrieve" compatibility="9.10.008" expanded="true" height="68" name="Retrieve EmployeeData" width="90" x="45" y="34"> <parameter key="repository_entry" value="//Community Samples/Community Real World Use Cases/Employee Attrition/EmployeeData"/> </operator> <operator activated="true" class="generate_attributes" compatibility="9.10.008" expanded="true" height="82" name="Length of CanDoBetter" width="90" x="179" y="34"> <list key="function_descriptions"> <parameter key="lenCanDB" value="length(CanDoBetter)"/> </list> <parameter key="keep_all" value="true"/> </operator> <operator activated="true" class="filter_examples" compatibility="9.10.008" expanded="true" height="103" name="Filter too short" width="90" x="313" y="34"> <parameter key="parameter_expression" value=""/> <parameter key="condition_class" value="custom_filters"/> <parameter key="invert_filter" value="false"/> <list key="filters_list"> <parameter key="filters_entry_key" value="lenCanDB.ge.25"/> </list> <parameter key="filters_logic_and" value="true"/> <parameter key="filters_check_metadata" value="true"/> </operator> <operator activated="true" class="select_attributes" compatibility="9.10.008" expanded="true" height="82" name="Select Attributes" width="90" x="447" y="34"> <parameter key="attribute_filter_type" value="single"/> <parameter key="attribute" value="CanDoBetter"/> <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"/> <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="nominal_to_text" compatibility="9.10.008" expanded="true" height="82" name="Nominal to Text" width="90" x="581" y="34"> <parameter key="attribute_filter_type" value="all"/> <parameter key="attribute" value=""/> <parameter key="attributes" value=""/> <parameter key="use_except_expression" value="false"/> <parameter key="value_type" value="nominal"/> <parameter key="use_value_type_exception" value="false"/> <parameter key="except_value_type" value="file_path"/> <parameter key="block_type" value="single_value"/> <parameter key="use_block_type_exception" value="false"/> <parameter key="except_block_type" value="single_value"/> <parameter key="invert_selection" value="false"/> <parameter key="include_special_attributes" value="false"/> </operator> <connect from_op="Retrieve EmployeeData" from_port="output" to_op="Length of CanDoBetter" to_port="example set input"/> <connect from_op="Length of CanDoBetter" from_port="example set output" to_op="Filter too short" to_port="example set input"/> <connect from_op="Filter too short" 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="Nominal to Text" to_port="example set input"/> <connect from_op="Nominal to Text" from_port="example set output" to_port="out 1"/> <portSpacing port="source_in 1" spacing="0"/> <portSpacing port="sink_out 1" spacing="0"/> <portSpacing port="sink_out 2" spacing="0"/> </process> </operator> <operator activated="true" class="text:process_document_from_data" compatibility="9.4.000" expanded="true" height="82" name="Process Documents from Data" width="90" x="179" y="34"> <parameter key="create_word_vector" value="true"/> <parameter key="vector_creation" value="TF-IDF"/> <parameter key="add_meta_information" value="true"/> <parameter key="keep_text" value="true"/> <parameter key="prune_method" value="none"/> <parameter key="prune_below_percent" value="3.0"/> <parameter key="prune_above_percent" value="30.0"/> <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"/> <list key="specify_weights"/> <process expanded="true"> <operator activated="true" class="text:transform_cases" compatibility="9.4.000" expanded="true" height="68" name="Transform Cases" width="90" x="112" y="34"> <parameter key="transform_to" value="lower case"/> </operator> <operator activated="true" class="text:tokenize" compatibility="9.4.000" expanded="true" height="68" name="Tokenize" width="90" x="246" y="34"> <parameter key="mode" value="non letters"/> <parameter key="characters" value=".:"/> <parameter key="language" value="English"/> <parameter key="max_token_length" value="3"/> </operator> <connect from_port="document" to_op="Transform Cases" to_port="document"/> <connect from_op="Transform Cases" from_port="document" to_op="Tokenize" to_port="document"/> <connect from_op="Tokenize" from_port="document" to_port="document 1"/> <portSpacing port="source_document" spacing="0"/> <portSpacing port="sink_document 1" spacing="0"/> <portSpacing port="sink_document 2" spacing="0"/> </process> </operator> <operator activated="true" class="generate_id" compatibility="9.10.008" expanded="true" height="82" name="Generate ID" width="90" x="313" y="34"> <parameter key="create_nominal_ids" value="false"/> <parameter key="offset" value="0"/> </operator> <operator activated="true" class="remember" compatibility="9.10.008" expanded="true" height="68" name="Remember data with IDs" width="90" x="447" y="34"> <parameter key="name" value="withId"/> <parameter key="io_object" value="ExampleSet"/> <parameter key="store_which" value="1"/> <parameter key="remove_from_process" value="true"/> </operator> <operator activated="true" class="split_data" compatibility="9.10.008" expanded="true" height="103" name="Split Data" width="90" x="112" y="187"> <enumeration key="partitions"> <parameter key="ratio" value="0.5"/> <parameter key="ratio" value="0.5"/> </enumeration> <parameter key="sampling_type" value="shuffled sampling"/> <parameter key="use_local_random_seed" value="false"/> <parameter key="local_random_seed" value="1992"/> </operator> <operator activated="true" class="cross_distances" compatibility="9.10.008" expanded="true" height="103" name="Cross Distances" width="90" x="246" y="187"> <parameter key="measure_types" value="MixedMeasures"/> <parameter key="mixed_measure" value="MixedEuclideanDistance"/> <parameter key="nominal_measure" value="NominalDistance"/> <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"/> <parameter key="only_top_k" value="true"/> <parameter key="k" value="1000"/> <parameter key="search_for" value="nearest"/> <parameter key="compute_similarities" value="false"/> </operator> <operator activated="true" class="recall" compatibility="9.10.008" expanded="true" height="68" name="Recall" width="90" x="112" y="340"> <parameter key="name" value="withId"/> <parameter key="io_object" value="ExampleSet"/> <parameter key="remove_from_store" value="false"/> </operator> <operator activated="true" class="select_attributes" compatibility="9.10.008" expanded="true" height="82" name="Select Attributes (2)" width="90" x="246" y="340"> <parameter key="attribute_filter_type" value="regular_expression"/> <parameter key="attribute" value=""/> <parameter key="attributes" value=""/> <parameter key="regular_expression" value="id|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="false"/> <parameter key="include_special_attributes" value="false"/> </operator> <operator activated="true" class="concurrency:join" compatibility="9.10.008" expanded="true" height="82" name="Join" width="90" x="447" y="187"> <parameter key="remove_double_attributes" value="true"/> <parameter key="join_type" value="inner"/> <parameter key="use_id_attribute_as_key" value="false"/> <list key="key_attributes"> <parameter key="request" value="id"/> </list> <parameter key="keep_both_join_attributes" value="false"/> </operator> <operator activated="true" class="recall" compatibility="9.10.008" expanded="true" height="68" name="Recall (2)" width="90" x="380" y="391"> <parameter key="name" value="withId"/> <parameter key="io_object" value="ExampleSet"/> <parameter key="remove_from_store" value="false"/> </operator> <operator activated="true" class="select_attributes" compatibility="9.10.008" expanded="true" height="82" name="Select Attributes (3)" width="90" x="514" y="340"> <parameter key="attribute_filter_type" value="regular_expression"/> <parameter key="attribute" value=""/> <parameter key="attributes" value=""/> <parameter key="regular_expression" value="id|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="false"/> <parameter key="include_special_attributes" value="false"/> </operator> <operator activated="true" class="blending:rename" compatibility="9.10.008" expanded="true" height="82" name="Rename" width="90" x="648" y="340"> <list key="rename attributes"> <parameter key="text" value="othertext"/> </list> <parameter key="from_attribute" value=""/> <parameter key="to_attribute" value=""/> </operator> <operator activated="true" class="set_role" compatibility="9.10.008" expanded="true" height="82" name="Set Role" width="90" x="715" y="238"> <parameter key="attribute_name" value="othertext"/> <parameter key="target_role" value="regular"/> <list key="set_additional_roles"/> </operator> <operator activated="true" class="concurrency:join" compatibility="9.10.008" expanded="true" height="82" name="Join (2)" width="90" x="782" y="136"> <parameter key="remove_double_attributes" value="false"/> <parameter key="join_type" value="inner"/> <parameter key="use_id_attribute_as_key" value="false"/> <list key="key_attributes"> <parameter key="document" value="id"/> </list> <parameter key="keep_both_join_attributes" value="false"/> </operator> <connect from_op="Get example data" from_port="out 1" to_op="Process Documents from Data" to_port="example set"/> <connect from_op="Process Documents from Data" from_port="example set" to_op="Generate ID" to_port="example set input"/> <connect from_op="Generate ID" from_port="example set output" to_op="Remember data with IDs" to_port="store"/> <connect from_op="Remember data with IDs" from_port="stored" to_op="Split Data" to_port="example set"/> <connect from_op="Split Data" from_port="partition 1" to_op="Cross Distances" to_port="request set"/> <connect from_op="Split Data" from_port="partition 2" to_op="Cross Distances" to_port="reference set"/> <connect from_op="Cross Distances" from_port="result set" to_op="Join" to_port="left"/> <connect from_op="Recall" from_port="result" to_op="Select Attributes (2)" to_port="example set input"/> <connect from_op="Select Attributes (2)" from_port="example set output" to_op="Join" to_port="right"/> <connect from_op="Join" from_port="join" to_op="Join (2)" to_port="left"/> <connect from_op="Recall (2)" from_port="result" to_op="Select Attributes (3)" to_port="example set input"/> <connect from_op="Select Attributes (3)" from_port="example set output" to_op="Rename" to_port="example set input"/> <connect from_op="Rename" 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="Join (2)" to_port="right"/> <connect from_op="Join (2)" from_port="join" 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>