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MDL-58974 core_analytics: Add behat tests
Behat testing to cover model management and predictions generation and visualization.
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analytics/tests/behat/manage_models.feature
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analytics/tests/behat/manage_models.feature
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@core @core_analytics @javascript
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Feature: Manage analytics models
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In order to manage analytics models
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As a manager
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I need to create and use a model
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Background:
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Given the following config values are set as admin:
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| onlycli | 0 | analytics |
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And the following "users" exist:
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| username | firstname | lastname | email |
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| teacher1 | Teacher | 1 | teacher1@example.com |
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| manager1 | Manager | 1 | manager1@example.com |
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| student0 | Student | 0 | student0@example.com |
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| student1 | Student | 1 | student1@example.com |
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| student2 | Student | 2 | student2@example.com |
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| student3 | Student | 3 | student3@example.com |
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| student4 | Student | 4 | student4@example.com |
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| student5 | Student | 5 | student5@example.com |
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| student6 | Student | 6 | student6@example.com |
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And the following "system role assigns" exist:
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| user | course | role |
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| manager1 | Acceptance test site | manager |
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And the following "courses" exist:
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| fullname | shortname | category | enddate | startdate | enablecompletion |
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| Course 1 | C1 | 0 | ## yesterday ## | ## 2 days ago ## | 1 |
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| Course 2 | C2 | 0 | ## yesterday ## | ## 2 days ago ## | 1 |
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| Course 3 | C3 | 0 | ## tomorrow ## | ## 2 days ago ## | 1 |
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And the following "course enrolments" exist:
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| user | course | role | timeend | timestart |
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| teacher1 | C1 | editingteacher | ## 1 day ago ## | ## 2 days ago ## |
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| student0 | C1 | student | ## 1 day ago ## | ## 2 days ago ## |
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| student1 | C1 | student | ## 1 day ago ## | ## 2 days ago ## |
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| student2 | C1 | student | ## 1 day ago ## | ## 2 days ago ## |
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| teacher1 | C2 | editingteacher | ## 1 day ago ## | ## 2 days ago ## |
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| student3 | C2 | student | ## 1 day ago ## | ## 2 days ago ## |
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| student4 | C2 | student | ## 1 day ago ## | ## 2 days ago ## |
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| teacher1 | C3 | editingteacher | 0 | ## 2 days ago ## |
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| manager1 | C3 | manager | 0 | ## 2 days ago ## |
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| student5 | C3 | student | 0 | ## 2 days ago ## |
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| student6 | C3 | student | 0 | ## 2 days ago ## |
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And the following "activities" exist:
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| activity | name | intro | course | idnumber | section | completion | completionview |
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| assign | assign1 | A1 desc | C1 | assign1 | 0 | 2 | 1 |
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| assign | assign2 | A2 desc | C2 | assign2 | 0 | 2 | 1 |
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| assign | assign3 | A3 desc | C3 | assign3 | 0 | 2 | 1 |
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And the following "analytics model" exist:
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| target | indicators | timesplitting | enabled |
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| \core_course\analytics\target\course_completion | \core\analytics\indicator\any_write_action,\core\analytics\indicator\read_actions | \core\analytics\time_splitting\single_range | true |
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And I log in as "manager1"
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And I navigate to "Analytics > Analytics models" in site administration
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Scenario: Create a model
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When I click on "New model" "link"
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And I click on "Create model" "link"
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And I set the field "Enabled" to "Enable"
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And I select "__core_course__analytics__target__course_completion" from the "target" singleselect
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And I open the autocomplete suggestions list
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And I click on "Read actions amount" item in the autocomplete list
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And I open the autocomplete suggestions list
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And I click on "Any write action in the course" item in the autocomplete list
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And I select "__core__analytics__time_splitting__single_range" from the "timesplitting" singleselect
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And I press "Save changes"
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Then I should see "No predictions available yet" in the "Students at risk of not meeting the course completion conditions" "table_row"
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Scenario: Evaluate a model
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Given I am on "Course 1" course homepage
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And I navigate to "Course completion" in current page administration
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And I expand all fieldsets
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And I set the following fields to these values:
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| Assignment - assign1 | 1 |
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And I click on "Save changes" "button"
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And I am on "Course 2" course homepage
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And I navigate to "Course completion" in current page administration
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And I expand all fieldsets
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And I set the following fields to these values:
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| Assignment - assign2 | 1 |
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And I click on "Save changes" "button"
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And I am on "Course 3" course homepage
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And I navigate to "Course completion" in current page administration
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And I expand all fieldsets
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And I set the following fields to these values:
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| Assignment - assign3 | 1 |
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And I click on "Save changes" "button"
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And I am on site homepage
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And I navigate to "Analytics > Analytics models" in site administration
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And I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Evaluate" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I press "Evaluate"
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And I should see "Evaluate model"
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And I press "Continue"
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# Evaluation log
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And I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Evaluation log" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I should see "Configuration"
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And I click on "View" "link"
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And I should see "Log extra info"
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And I click on "Close" "button"
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And I click on "Analytics models" "link"
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# Execute scheduled analysis
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And I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Execute scheduled analysis" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I should see "Training results"
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And I press "Continue"
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# Check notifications
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Then I should see "1" in the "#nav-notification-popover-container [data-region='count-container']" "css_element"
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And I open the notification popover
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And I click on "View full notification" "link" in the ".popover-region-notifications" "css_element"
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And I should see "Students at risk in Course 3 course"
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When I am on site homepage
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And I navigate to "Analytics > Analytics models" in site administration
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# View predictions
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When I select "C3" from the "contextid" singleselect
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#And I click on "#dropdown-3" "css_element"
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And I click on "Actions" "link" in the "Student 6" "table_row"
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And I click on "View prediction details" "link"
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And I should see "Prediction details"
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And I should see "Any write action"
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And I should see "Read actions amount"
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And I click on "Actions" "link"
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And I click on "Acknowledged" "link"
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And I click on "Actions" "link"
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And I click on "View prediction details" "link"
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And I click on "Actions" "link"
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And I click on "Not useful" "link"
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And I should see "No insights reported"
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# Clear predictions
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When I am on site homepage
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And I navigate to "Analytics > Analytics models" in site administration
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And I should see "No insights reported" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Clear predictions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I press "Clear predictions"
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Then I should see "No predictions available yet" in the "Students at risk of not meeting the course completion conditions" "table_row"
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Scenario: Edit a model
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When I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Edit" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Read actions amount" "text" in the ".form-autocomplete-selection" "css_element"
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And I press "Save changes"
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And I should not see "Read actions amount"
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Scenario: Disable a model
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When I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Disable" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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Then I should see "Disabled model" in the "Students at risk of not meeting the course completion conditions" "table_row"
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Scenario: Export model
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When I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Export" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And following "Export" should download between "100" and "500" bytes
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Scenario: Check invalid site elements
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When I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Invalid site elements" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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Then I should see "Invalid analysable elements"
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Scenario: Delete model
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When I click on "Actions" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Delete" "link" in the "Students at risk of not meeting the course completion conditions" "table_row"
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And I click on "Delete" "button" in the "Confirm" "dialogue"
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Then I should not see "Students at risk of not meeting the course completion conditions"
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@ -227,6 +227,10 @@ class behat_data_generators extends behat_base {
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'datagenerator' => 'customlang',
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'required' => array('component', 'stringid', 'value'),
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),
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'analytics model' => array (
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'datagenerator' => 'analytics_model',
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'required' => array('target', 'indicators', 'timesplitting', 'enabled'),
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),
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);
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/**
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@ -1085,4 +1089,25 @@ class behat_data_generators extends behat_base {
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}
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\core_message\api::mute_conversation($data['userid'], $conversationid);
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}
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/**
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* Transform indicators string into array.
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*
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* @param array $data
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* @return array
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*/
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protected function preprocess_analytics_model($data) {
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$data['indicators'] = explode(',', $data['indicators']);
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return $data;
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}
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/**
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* Creates an analytics model
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*
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* @param target $data
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* @return void
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*/
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protected function process_analytics_model($data) {
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\core_analytics\manager::create_declared_model($data);
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}
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}
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