A program to recognize and reward our most engaged community members
you can use the date attribute in subsequent operators - just type it into the combobox
<?xml version="1.0" encoding="UTF-8" standalone="no"?><process version="5.2.006"> <context> <input/> <output/> <macros/> </context> <operator activated="true" class="process" compatibility="5.2.006" expanded="true" name="Process"> <process expanded="true" height="359" width="882"> <operator activated="true" class="subprocess" compatibility="5.2.006" expanded="true" height="76" name="Subprocess" width="90" x="45" y="30"> <process expanded="true" height="408" width="743"> <operator activated="true" class="generate_sales_data" compatibility="5.2.006" expanded="true" height="60" name="Generate Sales Data" width="90" x="45" y="30"/> <operator activated="true" class="select_attributes" compatibility="5.2.006" expanded="true" height="76" name="Select Attributes" width="90" x="179" y="30"> <parameter key="attribute_filter_type" value="subset"/> <parameter key="attributes" value="|date|single_price"/> <parameter key="include_special_attributes" value="true"/> </operator> <operator activated="true" class="generate_copy" compatibility="5.2.006" expanded="true" height="76" name="Generate Copy" width="90" x="313" y="30"> <parameter key="attribute_name" value="single_price"/> <parameter key="new_name" value="single_price2"/> </operator> <operator activated="true" class="generate_copy" compatibility="5.2.006" expanded="true" height="76" name="Generate Copy (2)" width="90" x="447" y="30"> <parameter key="attribute_name" value="single_price"/> <parameter key="new_name" value="single_price3"/> </operator> <operator activated="true" class="set_role" compatibility="5.2.006" expanded="true" height="76" name="Set Role" width="90" x="581" y="30"> <parameter key="name" value="date"/> <parameter key="target_role" value="id"/> <list key="set_additional_roles"/> </operator> <connect from_op="Generate Sales Data" from_port="output" to_op="Select Attributes" to_port="example set input"/> <connect from_op="Select Attributes" from_port="example set output" to_op="Generate Copy" to_port="example set input"/> <connect from_op="Generate Copy" from_port="example set output" to_op="Generate Copy (2)" to_port="example set input"/> <connect from_op="Generate Copy (2)" 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_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="multiply" compatibility="5.2.006" expanded="true" height="94" name="Multiply" width="90" x="179" y="30"/> <operator activated="true" class="loop_parameters" compatibility="5.2.006" expanded="true" height="94" name="Loop Parameters" width="90" x="313" y="30"> <list key="parameters"> <parameter key="Windowing.label_attribute" value="single_price,single_price2,single_price3"/> </list> <process expanded="true" height="390" width="743"> <operator activated="true" class="series:windowing" compatibility="5.1.002" expanded="true" height="76" name="Windowing (2)" width="90" x="45" y="165"> <parameter key="window_size" value="1"/> </operator> <operator activated="true" class="series:windowing" compatibility="5.1.002" expanded="true" height="76" name="Windowing" width="90" x="45" y="30"> <parameter key="horizon" value="1"/> <parameter key="window_size" value="1"/> <parameter key="create_label" value="true"/> <parameter key="label_attribute" value="single_price3"/> </operator> <operator activated="true" class="series:sliding_window_validation" compatibility="5.1.002" expanded="true" height="112" name="Validation" width="90" x="179" y="30"> <parameter key="training_window_width" value="20"/> <parameter key="training_window_step_size" value="5"/> <parameter key="test_window_width" value="20"/> <parameter key="horizon" value="5"/> <process expanded="true"> <operator activated="true" class="support_vector_machine" compatibility="5.2.006" expanded="true" name="SVM"/> <connect from_port="training" to_op="SVM" to_port="training set"/> <connect from_op="SVM" from_port="model" to_port="model"/> <portSpacing port="source_training" spacing="0"/> <portSpacing port="sink_model" spacing="0"/> <portSpacing port="sink_through 1" spacing="0"/> </process> <process expanded="true"> <operator activated="true" class="apply_model" compatibility="5.2.006" expanded="true" name="Apply Model"> <list key="application_parameters"/> </operator> <operator activated="true" class="series:forecasting_performance" compatibility="5.1.002" expanded="true" name="Performance"> <parameter key="horizon" value="1"/> </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="averagable 1"/> <portSpacing port="source_model" spacing="0"/> <portSpacing port="source_test set" spacing="0"/> <portSpacing port="source_through 1" spacing="0"/> <portSpacing port="sink_averagable 1" spacing="0"/> <portSpacing port="sink_averagable 2" spacing="0"/> </process> </operator> <operator activated="true" class="apply_model" compatibility="5.2.006" expanded="true" height="76" name="Apply Model (2)" width="90" x="313" y="120"> <list key="application_parameters"/> </operator> <operator activated="true" class="generate_attributes" compatibility="5.2.006" expanded="true" height="76" name="Generate Attributes" width="90" x="447" y="120"> <list key="function_descriptions"> <parameter key="label_attribute" value="param("Windowing", "label_attribute")"/> </list> </operator> <connect from_port="input 1" to_op="Windowing" to_port="example set input"/> <connect from_port="input 2" to_op="Windowing (2)" to_port="example set input"/> <connect from_op="Windowing (2)" from_port="example set output" to_op="Apply Model (2)" to_port="unlabelled data"/> <connect from_op="Windowing" from_port="example set output" to_op="Validation" to_port="training"/> <connect from_op="Validation" from_port="model" to_op="Apply Model (2)" to_port="model"/> <connect from_op="Apply Model (2)" from_port="labelled data" to_op="Generate Attributes" to_port="example set input"/> <connect from_op="Generate Attributes" from_port="example set output" to_port="result 1"/> <portSpacing port="source_input 1" spacing="0"/> <portSpacing port="source_input 2" spacing="0"/> <portSpacing port="source_input 3" spacing="0"/> <portSpacing port="sink_performance" spacing="72"/> <portSpacing port="sink_result 1" spacing="0"/> <portSpacing port="sink_result 2" spacing="0"/> </process> </operator> <operator activated="true" class="append" compatibility="5.2.006" expanded="true" height="76" name="Append" width="90" x="447" y="30"/> <operator activated="true" class="select_attributes" compatibility="5.2.006" expanded="true" height="76" name="Select Attributes (2)" width="90" x="581" y="30"> <parameter key="attribute_filter_type" value="subset"/> <parameter key="attributes" value="|prediction(label)|label_attribute|date"/> </operator> <operator activated="true" class="pivot" compatibility="5.2.006" expanded="true" height="76" name="Pivot" width="90" x="715" y="30"> <parameter key="group_attribute" value="date"/> <parameter key="index_attribute" value="label_attribute"/> <parameter key="consider_weights" value="false"/> </operator> <connect from_op="Subprocess" from_port="out 1" to_op="Multiply" to_port="input"/> <connect from_op="Multiply" from_port="output 1" to_op="Loop Parameters" to_port="input 1"/> <connect from_op="Multiply" from_port="output 2" to_op="Loop Parameters" to_port="input 2"/> <connect from_op="Loop Parameters" from_port="result 1" to_op="Append" to_port="example set 1"/> <connect from_op="Append" from_port="merged set" to_op="Select Attributes (2)" to_port="example set input"/> <connect from_op="Select Attributes (2)" from_port="example set output" to_op="Pivot" to_port="example set input"/> <connect from_op="Pivot" from_port="example set output" 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>
<?xml version="1.0" encoding="UTF-8" standalone="no"?><process version="5.2.007"> <context> <input/> <output/> <macros/> </context> <operator activated="true" class="process" compatibility="5.2.007" expanded="true" name="Process"> <process expanded="true" height="359" width="882"> <operator activated="true" class="subprocess" compatibility="5.2.007" expanded="true" height="76" name="Subprocess" width="90" x="45" y="30"> <process expanded="true" height="408" width="743"> <operator activated="true" class="generate_sales_data" compatibility="5.2.007" expanded="true" height="60" name="Generate Sales Data" width="90" x="45" y="30"/> <operator activated="true" class="select_attributes" compatibility="5.2.007" expanded="true" height="76" name="Select Attributes" width="90" x="179" y="30"> <parameter key="attribute_filter_type" value="subset"/> <parameter key="attributes" value="|date|single_price"/> <parameter key="include_special_attributes" value="true"/> </operator> <operator activated="true" class="generate_copy" compatibility="5.2.007" expanded="true" height="76" name="Generate Copy" width="90" x="313" y="30"> <parameter key="attribute_name" value="single_price"/> <parameter key="new_name" value="single_price2"/> </operator> <operator activated="true" class="generate_copy" compatibility="5.2.007" expanded="true" height="76" name="Generate Copy (2)" width="90" x="447" y="30"> <parameter key="attribute_name" value="single_price"/> <parameter key="new_name" value="single_price3"/> </operator> <operator activated="true" class="set_role" compatibility="5.2.007" expanded="true" height="76" name="Set Role" width="90" x="581" y="30"> <parameter key="name" value="date"/> <parameter key="target_role" value="id"/> <list key="set_additional_roles"/> </operator> <connect from_op="Generate Sales Data" from_port="output" to_op="Select Attributes" to_port="example set input"/> <connect from_op="Select Attributes" from_port="example set output" to_op="Generate Copy" to_port="example set input"/> <connect from_op="Generate Copy" from_port="example set output" to_op="Generate Copy (2)" to_port="example set input"/> <connect from_op="Generate Copy (2)" 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_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="multiply" compatibility="5.2.007" expanded="true" height="94" name="Multiply" width="90" x="179" y="30"/> <operator activated="true" class="loop_parameters" compatibility="5.2.007" expanded="true" height="94" name="Loop Parameters" width="90" x="313" y="30"> <list key="parameters"> <parameter key="Windowing.label_attribute" value="single_price,single_price2,single_price3"/> </list> <process expanded="true" height="390" width="743"> <operator activated="true" class="series:windowing" compatibility="5.1.002" expanded="true" height="76" name="Windowing (2)" width="90" x="45" y="165"> <parameter key="window_size" value="1"/> </operator> <operator activated="true" class="series:windowing" compatibility="5.1.002" expanded="true" height="76" name="Windowing" width="90" x="45" y="30"> <parameter key="horizon" value="1"/> <parameter key="window_size" value="1"/> <parameter key="create_label" value="true"/> <parameter key="label_attribute" value="single_price3"/> </operator> <operator activated="true" class="series:sliding_window_validation" compatibility="5.1.002" expanded="true" height="112" name="Validation" width="90" x="179" y="30"> <parameter key="training_window_width" value="20"/> <parameter key="training_window_step_size" value="5"/> <parameter key="test_window_width" value="20"/> <parameter key="horizon" value="5"/> <process expanded="true"> <operator activated="true" class="support_vector_machine" compatibility="5.2.007" expanded="true" name="SVM"/> <connect from_port="training" to_op="SVM" to_port="training set"/> <connect from_op="SVM" from_port="model" to_port="model"/> <portSpacing port="source_training" spacing="0"/> <portSpacing port="sink_model" spacing="0"/> <portSpacing port="sink_through 1" spacing="0"/> </process> <process expanded="true"> <operator activated="true" class="apply_model" compatibility="5.2.007" expanded="true" name="Apply Model"> <list key="application_parameters"/> </operator> <operator activated="true" class="series:forecasting_performance" compatibility="5.1.002" expanded="true" name="Performance"> <parameter key="horizon" value="1"/> </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="averagable 1"/> <portSpacing port="source_model" spacing="0"/> <portSpacing port="source_test set" spacing="0"/> <portSpacing port="source_through 1" spacing="0"/> <portSpacing port="sink_averagable 1" spacing="0"/> <portSpacing port="sink_averagable 2" spacing="0"/> </process> </operator> <operator activated="true" class="apply_model" compatibility="5.2.007" expanded="true" height="76" name="Apply Model (2)" width="90" x="313" y="120"> <list key="application_parameters"/> </operator> <operator activated="true" class="generate_attributes" compatibility="5.2.007" expanded="true" height="76" name="Generate Attributes" width="90" x="447" y="120"> <list key="function_descriptions"> <parameter key="label_attribute" value="param("Windowing", "label_attribute")"/> </list> </operator> <connect from_port="input 1" to_op="Windowing" to_port="example set input"/> <connect from_port="input 2" to_op="Windowing (2)" to_port="example set input"/> <connect from_op="Windowing (2)" from_port="example set output" to_op="Apply Model (2)" to_port="unlabelled data"/> <connect from_op="Windowing" from_port="example set output" to_op="Validation" to_port="training"/> <connect from_op="Validation" from_port="model" to_op="Apply Model (2)" to_port="model"/> <connect from_op="Apply Model (2)" from_port="labelled data" to_op="Generate Attributes" to_port="example set input"/> <connect from_op="Generate Attributes" from_port="example set output" to_port="result 1"/> <portSpacing port="source_input 1" spacing="0"/> <portSpacing port="source_input 2" spacing="0"/> <portSpacing port="source_input 3" spacing="0"/> <portSpacing port="sink_performance" spacing="72"/> <portSpacing port="sink_result 1" spacing="0"/> <portSpacing port="sink_result 2" spacing="0"/> </process> </operator> <operator activated="true" class="append" compatibility="5.2.007" expanded="true" height="76" name="Append" width="90" x="447" y="30"/> <operator activated="true" breakpoints="after" class="select_attributes" compatibility="5.2.007" expanded="true" height="76" name="Select Attributes (2)" width="90" x="581" y="30"> <parameter key="attribute_filter_type" value="subset"/> <parameter key="attributes" value="prediction(label)|label_attribute||date"/> </operator> <operator activated="true" class="set_role" compatibility="5.2.007" expanded="true" height="76" name="Set Role (2)" width="90" x="648" y="210"> <parameter key="name" value="date"/> <list key="set_additional_roles"> <parameter key="prediction(label)" value="regular"/> </list> </operator> <operator activated="true" class="pivot" compatibility="5.2.007" expanded="true" height="76" name="Pivot" width="90" x="715" y="30"> <parameter key="group_attribute" value="date"/> <parameter key="index_attribute" value="label_attribute"/> <parameter key="consider_weights" value="false"/> </operator> <connect from_op="Subprocess" from_port="out 1" to_op="Multiply" to_port="input"/> <connect from_op="Multiply" from_port="output 1" to_op="Loop Parameters" to_port="input 1"/> <connect from_op="Multiply" from_port="output 2" to_op="Loop Parameters" to_port="input 2"/> <connect from_op="Loop Parameters" from_port="result 1" to_op="Append" to_port="example set 1"/> <connect from_op="Append" from_port="merged set" to_op="Select Attributes (2)" to_port="example set input"/> <connect from_op="Select Attributes (2)" from_port="example set output" to_op="Set Role (2)" to_port="example set input"/> <connect from_op="Set Role (2)" from_port="example set output" to_op="Pivot" to_port="example set input"/> <connect from_op="Pivot" from_port="example set output" 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>