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. /** * Drop out course target. * * @package core_course * @copyright 2016 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ namespace core_course\analytics\target; defined('MOODLE_INTERNAL') || die(); require_once($CFG->dirroot . '/course/lib.php'); require_once($CFG->dirroot . '/lib/gradelib.php'); require_once($CFG->dirroot . '/lib/completionlib.php'); require_once($CFG->dirroot . '/completion/completion_completion.php'); /** * Drop out course target. * * @package core_course * @copyright 2016 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ class course_dropout extends course_enrolments { /** * Returns the name. * * If there is a corresponding '_help' string this will be shown as well. * * @return \lang_string */ public static function get_name() : \lang_string { return new \lang_string('target:coursedropout', 'course'); } /** * classes_description * * @return string[] */ protected static function classes_description() { return array( get_string('targetlabelstudentdropoutno', 'course'), get_string('targetlabelstudentdropoutyes', 'course') ); } /** * Discards courses that are not yet ready to be used for training or prediction. * * @param \core_analytics\analysable $course * @param bool $fortraining * @return true|string */ public function is_valid_analysable(\core_analytics\analysable $course, $fortraining = true) { global $DB; $isvalid = parent::is_valid_analysable($course, $fortraining); if (is_string($isvalid)) { return $isvalid; } if ($fortraining) { // Not a valid target for training if there are not enough course accesses between the course start and end dates. $params = array('courseid' => $course->get_id(), 'anonymous' => 0, 'start' => $course->get_start(), 'end' => $course->get_end()); list($studentssql, $studentparams) = $DB->get_in_or_equal($this->students, SQL_PARAMS_NAMED); // Using anonymous to use the db index, not filtering by timecreated to speed it up. $select = 'courseid = :courseid AND anonymous = :anonymous AND timecreated > :start AND timecreated < :end ' . 'AND userid ' . $studentssql; if (!$logstore = \core_analytics\manager::get_analytics_logstore()) { throw new \coding_exception('No available log stores'); } $nlogs = $logstore->get_events_select_count($select, array_merge($params, $studentparams)); // At least a minimum of students activity. $nstudents = count($this->students); if ($nlogs / $nstudents < 10) { return get_string('nocourseactivity', 'course'); } } return true; } /** * calculate_sample * * The meaning of a drop out changes depending on the settings enabled in the course. Following these priorities order: * 1.- Course completion * 2.- No logs during the last quarter of the course * * @param int $sampleid * @param \core_analytics\analysable $course * @param int $starttime * @param int $endtime * @return float 0 -> not at risk, 1 -> at risk */ protected function calculate_sample($sampleid, \core_analytics\analysable $course, $starttime = false, $endtime = false) { $userenrol = $this->retrieve('user_enrolments', $sampleid); // We use completion as a success metric only when it is enabled. $completion = new \completion_info($course->get_course_data()); if ($completion->is_enabled() && $completion->has_criteria()) { $ccompletion = new \completion_completion(array('userid' => $userenrol->userid, 'course' => $course->get_id())); if ($ccompletion->is_complete()) { return 0; } else { return 1; } } if (!$logstore = \core_analytics\manager::get_analytics_logstore()) { throw new \coding_exception('No available log stores'); } // No logs during the last quarter of the course. $courseduration = $course->get_end() - $course->get_start(); $limit = intval($course->get_end() - ($courseduration / 4)); $select = "courseid = :courseid AND userid = :userid AND timecreated > :limit"; $params = array('userid' => $userenrol->userid, 'courseid' => $course->get_id(), 'limit' => $limit); $nlogs = $logstore->get_events_select_count($select, $params); if ($nlogs == 0) { return 1; } return 0; } }