<?xml version="1.0" encoding="UTF-8"?><process version="9.6.000">
  <context>
    <input/>
    <output/>
    <macros/>
  </context>
  <operator activated="true" class="process" compatibility="9.6.000" 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="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Confirm Case" width="90" x="45" y="34">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_confirmed_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="1"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Case.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Test Confirm Case" width="90" x="45" y="289">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_confirmed_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="2"/>
        <parameter key="imported_cell_range" value="A1:B10485776"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Case.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing (2)" width="90" x="179" y="289">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Case"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Case"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing" width="90" x="179" y="34">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Case"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Case"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="linear_regression" compatibility="9.6.000" expanded="true" height="103" name="Linear Regression" width="90" x="313" y="136">
        <parameter key="feature_selection" value="M5 prime"/>
        <parameter key="alpha" value="0.05"/>
        <parameter key="max_iterations" value="10"/>
        <parameter key="forward_alpha" value="0.05"/>
        <parameter key="backward_alpha" value="0.05"/>
        <parameter key="eliminate_colinear_features" value="true"/>
        <parameter key="min_tolerance" value="0.05"/>
        <parameter key="use_bias" value="true"/>
        <parameter key="ridge" value="1.0E-8"/>
      </operator>
      <operator activated="true" class="apply_model" compatibility="9.6.000" expanded="true" height="82" name="Confirm Case Model" width="90" x="447" y="238">
        <list key="application_parameters"/>
        <parameter key="create_view" value="false"/>
      </operator>
      <operator activated="true" class="performance_regression" compatibility="9.6.000" expanded="true" height="82" name="Performance Confirm Case" width="90" x="514" y="34">
        <parameter key="main_criterion" value="first"/>
        <parameter key="root_mean_squared_error" value="true"/>
        <parameter key="absolute_error" value="true"/>
        <parameter key="relative_error" value="false"/>
        <parameter key="relative_error_lenient" value="false"/>
        <parameter key="relative_error_strict" value="false"/>
        <parameter key="normalized_absolute_error" value="true"/>
        <parameter key="root_relative_squared_error" value="false"/>
        <parameter key="squared_error" value="true"/>
        <parameter key="correlation" value="false"/>
        <parameter key="squared_correlation" value="false"/>
        <parameter key="prediction_average" value="false"/>
        <parameter key="spearman_rho" value="false"/>
        <parameter key="kendall_tau" value="false"/>
        <parameter key="skip_undefined_labels" value="true"/>
        <parameter key="use_example_weights" value="true"/>
      </operator>
      <operator activated="true" class="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Train Death" width="90" x="45" y="493">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_deaths_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="2"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Death.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Test Death" width="90" x="45" y="748">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_deaths_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="3"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Death.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing (3)" width="90" x="179" y="748">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Death"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Death"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing (4)" width="90" x="179" y="493">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Death"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Death"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="linear_regression" compatibility="9.6.000" expanded="true" height="103" name="Linear Regression (2)" width="90" x="313" y="595">
        <parameter key="feature_selection" value="M5 prime"/>
        <parameter key="alpha" value="0.05"/>
        <parameter key="max_iterations" value="10"/>
        <parameter key="forward_alpha" value="0.05"/>
        <parameter key="backward_alpha" value="0.05"/>
        <parameter key="eliminate_colinear_features" value="true"/>
        <parameter key="min_tolerance" value="0.05"/>
        <parameter key="use_bias" value="true"/>
        <parameter key="ridge" value="1.0E-8"/>
      </operator>
      <operator activated="true" class="apply_model" compatibility="9.6.000" expanded="true" height="82" name="Apply Model Death" width="90" x="447" y="697">
        <list key="application_parameters"/>
        <parameter key="create_view" value="false"/>
      </operator>
      <operator activated="true" class="performance_regression" compatibility="9.6.000" expanded="true" height="82" name="Performance Death" width="90" x="514" y="493">
        <parameter key="main_criterion" value="first"/>
        <parameter key="root_mean_squared_error" value="true"/>
        <parameter key="absolute_error" value="true"/>
        <parameter key="relative_error" value="false"/>
        <parameter key="relative_error_lenient" value="false"/>
        <parameter key="relative_error_strict" value="false"/>
        <parameter key="normalized_absolute_error" value="true"/>
        <parameter key="root_relative_squared_error" value="false"/>
        <parameter key="squared_error" value="true"/>
        <parameter key="correlation" value="false"/>
        <parameter key="squared_correlation" value="false"/>
        <parameter key="prediction_average" value="false"/>
        <parameter key="spearman_rho" value="false"/>
        <parameter key="kendall_tau" value="false"/>
        <parameter key="skip_undefined_labels" value="true"/>
        <parameter key="use_example_weights" value="true"/>
      </operator>
      <operator activated="true" class="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Train Recover" width="90" x="45" y="952">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_recovered_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="2"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Recover.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="read_excel" compatibility="9.6.000" expanded="true" height="68" name="Read Excel Test Recover" width="90" x="45" y="1207">
        <parameter key="excel_file" value="C:\Users\guruh\Documents\Rapidminner\time_series_covid19_recovered_global.xlsx"/>
        <parameter key="sheet_selection" value="sheet number"/>
        <parameter key="sheet_number" value="3"/>
        <parameter key="imported_cell_range" value="A1"/>
        <parameter key="encoding" value="SYSTEM"/>
        <parameter key="first_row_as_names" value="true"/>
        <list key="annotations"/>
        <parameter key="date_format" value=""/>
        <parameter key="time_zone" value="SYSTEM"/>
        <parameter key="locale" value="English (United States)"/>
        <parameter key="read_all_values_as_polynominal" value="false"/>
        <list key="data_set_meta_data_information">
          <parameter key="0" value="Country/Region.true.date.id"/>
          <parameter key="1" value="Indonesia Confirm Recover.true.integer.attribute"/>
        </list>
        <parameter key="read_not_matching_values_as_missings" value="false"/>
        <parameter key="datamanagement" value="double_array"/>
        <parameter key="data_management" value="auto"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing (5)" width="90" x="179" y="1207">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Recover"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Recover"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="time_series:windowing" compatibility="9.6.000" expanded="true" height="82" name="Windowing (6)" width="90" x="179" y="952">
        <parameter key="attribute_filter_type" value="single"/>
        <parameter key="attribute" value="Indonesia Confirm Recover"/>
        <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"/>
        <parameter key="has_indices" value="false"/>
        <parameter key="indices_attribute" value=""/>
        <parameter key="window_size" value="3"/>
        <parameter key="no_overlapping_windows" value="false"/>
        <parameter key="step_size" value="1"/>
        <parameter key="create_horizon_(labels)" value="true"/>
        <parameter key="horizon_attribute" value="Indonesia Confirm Recover"/>
        <parameter key="horizon_size" value="1"/>
        <parameter key="horizon_offset" value="0"/>
      </operator>
      <operator activated="true" class="linear_regression" compatibility="9.6.000" expanded="true" height="103" name="Linear Regression (3)" width="90" x="313" y="1054">
        <parameter key="feature_selection" value="M5 prime"/>
        <parameter key="alpha" value="0.05"/>
        <parameter key="max_iterations" value="10"/>
        <parameter key="forward_alpha" value="0.05"/>
        <parameter key="backward_alpha" value="0.05"/>
        <parameter key="eliminate_colinear_features" value="true"/>
        <parameter key="min_tolerance" value="0.05"/>
        <parameter key="use_bias" value="true"/>
        <parameter key="ridge" value="1.0E-8"/>
      </operator>
      <operator activated="true" class="apply_model" compatibility="9.6.000" expanded="true" height="82" name="Recover Model" width="90" x="447" y="1156">
        <list key="application_parameters"/>
        <parameter key="create_view" value="false"/>
      </operator>
      <operator activated="true" class="performance_regression" compatibility="9.6.000" expanded="true" height="82" name="Performance Recover" width="90" x="514" y="952">
        <parameter key="main_criterion" value="first"/>
        <parameter key="root_mean_squared_error" value="true"/>
        <parameter key="absolute_error" value="true"/>
        <parameter key="relative_error" value="false"/>
        <parameter key="relative_error_lenient" value="false"/>
        <parameter key="relative_error_strict" value="false"/>
        <parameter key="normalized_absolute_error" value="true"/>
        <parameter key="root_relative_squared_error" value="false"/>
        <parameter key="squared_error" value="true"/>
        <parameter key="correlation" value="false"/>
        <parameter key="squared_correlation" value="false"/>
        <parameter key="prediction_average" value="false"/>
        <parameter key="spearman_rho" value="false"/>
        <parameter key="kendall_tau" value="false"/>
        <parameter key="skip_undefined_labels" value="true"/>
        <parameter key="use_example_weights" value="true"/>
      </operator>
      <connect from_op="Read Excel Confirm Case" from_port="output" to_op="Windowing" to_port="example set"/>
      <connect from_op="Read Excel Test Confirm Case" from_port="output" to_op="Windowing (2)" to_port="example set"/>
      <connect from_op="Windowing (2)" from_port="windowed example set" to_op="Confirm Case Model" to_port="unlabelled data"/>
      <connect from_op="Windowing" from_port="windowed example set" to_op="Linear Regression" to_port="training set"/>
      <connect from_op="Linear Regression" from_port="model" to_op="Confirm Case Model" to_port="model"/>
      <connect from_op="Confirm Case Model" from_port="labelled data" to_op="Performance Confirm Case" to_port="labelled data"/>
      <connect from_op="Confirm Case Model" from_port="model" to_port="result 3"/>
      <connect from_op="Performance Confirm Case" from_port="performance" to_port="result 1"/>
      <connect from_op="Performance Confirm Case" from_port="example set" to_port="result 2"/>
      <connect from_op="Read Excel Train Death" from_port="output" to_op="Windowing (4)" to_port="example set"/>
      <connect from_op="Read Excel Test Death" from_port="output" to_op="Windowing (3)" to_port="example set"/>
      <connect from_op="Windowing (3)" from_port="windowed example set" to_op="Apply Model Death" to_port="unlabelled data"/>
      <connect from_op="Windowing (4)" from_port="windowed example set" to_op="Linear Regression (2)" to_port="training set"/>
      <connect from_op="Linear Regression (2)" from_port="model" to_op="Apply Model Death" to_port="model"/>
      <connect from_op="Apply Model Death" from_port="labelled data" to_op="Performance Death" to_port="labelled data"/>
      <connect from_op="Performance Death" from_port="performance" to_port="result 4"/>
      <connect from_op="Performance Death" from_port="example set" to_port="result 5"/>
      <connect from_op="Read Excel Train Recover" from_port="output" to_op="Windowing (6)" to_port="example set"/>
      <connect from_op="Read Excel Test Recover" from_port="output" to_op="Windowing (5)" to_port="example set"/>
      <connect from_op="Windowing (5)" from_port="windowed example set" to_op="Recover Model" to_port="unlabelled data"/>
      <connect from_op="Windowing (6)" from_port="windowed example set" to_op="Linear Regression (3)" to_port="training set"/>
      <connect from_op="Linear Regression (3)" from_port="model" to_op="Recover Model" to_port="model"/>
      <connect from_op="Recover Model" from_port="labelled data" to_op="Performance Recover" to_port="labelled data"/>
      <connect from_op="Performance Recover" from_port="performance" to_port="result 6"/>
      <connect from_op="Performance Recover" from_port="example set" to_port="result 7"/>
      <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"/>
      <portSpacing port="sink_result 4" spacing="0"/>
      <portSpacing port="sink_result 5" spacing="0"/>
      <portSpacing port="sink_result 6" spacing="0"/>
      <portSpacing port="sink_result 7" spacing="0"/>
      <portSpacing port="sink_result 8" spacing="0"/>
    </process>
  </operator>
</process>
