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. /** * Abstract discrete indicator. * * @package core_analytics * @copyright 2017 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ namespace core_analytics\local\indicator; defined('MOODLE_INTERNAL') || die(); /** * Abstract discrete indicator. * * @package core_analytics * @copyright 2017 David Monllao {@link http://www.davidmonllao.com} * @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later */ abstract class discrete extends base { /** * Classes need to be defined so they can be converted internally to individual dataset features. * * @return string[] */ protected static function get_classes() { throw new \coding_exception('Please overwrite get_classes() specifying your discrete-values\' indicator classes'); } /** * Returns 1 feature header for each of the classes. * * @return string[] */ public static function get_feature_headers() { $fullclassname = '\\' . get_called_class(); foreach (static::get_classes() as $class) { $headers[] = $fullclassname . '/' . $class; } return $headers; } /** * Whether the value should be displayed or not. * * @param float $value * @param string $subtype * @return bool */ public function should_be_displayed($value, $subtype) { if ($value != static::get_max_value()) { // Discrete values indicators are converted internally to 1 feature per indicator, we are only interested // in showing the feature flagged with the max value. return false; } return true; } /** * Returns the value to display when the prediction is $value. * * @param float $value * @param string $subtype * @return string */ public function get_display_value($value, $subtype = false) { $displayvalue = array_search($subtype, static::get_classes(), false); debugging('Please overwrite \core_analytics\local\indicator\discrete::get_display_value to show something ' . 'different than the default "' . $displayvalue . '"', DEBUG_DEVELOPER); return $displayvalue; } /** * get_display_style * * @param float $ignoredvalue * @param string $ignoredsubtype * @return int */ public function get_display_style($ignoredvalue, $ignoredsubtype) { // No style attached to indicators classes, they are what they are, a cat, // a horse or a sandwich, they are not good or bad. return \core_analytics\calculable::OUTCOME_NEUTRAL; } /** * From calculated values to dataset features. * * One column for each class. * * @param float[] $calculatedvalues * @return float[] */ protected function to_features($calculatedvalues) { $classes = static::get_classes(); foreach ($calculatedvalues as $sampleid => $calculatedvalue) { // Using intval as it may come as a float from the db. $classindex = array_search(intval($calculatedvalue), $classes, true); if ($classindex === false && !is_null($calculatedvalue)) { throw new \coding_exception(get_class($this) . ' calculated value "' . $calculatedvalue . '" is not one of its defined classes (' . json_encode($classes) . ')'); } // We transform the calculated value into multiple features, one for each of the possible classes. $features = array_fill(0, count($classes), 0); // 1 to the selected value. if (!is_null($calculatedvalue)) { $features[$classindex] = 1; } $calculatedvalues[$sampleid] = $features; } return $calculatedvalues; } /** * Validates the calculated value. * * @param float $calculatedvalue * @return true */ protected function validate_calculated_value($calculatedvalue) { // Using intval as it may come as a float from the db. if (!in_array(intval($calculatedvalue), static::get_classes())) { throw new \coding_exception(get_class($this) . ' calculated value "' . $calculatedvalue . '" is not one of its defined classes (' . json_encode(static::get_classes()) . ')'); } return true; } }