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<?php
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// This file is part of Moodle - http://moodle.org/
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//
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// Moodle is free software: you can redistribute it and/or modify
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// it under the terms of the GNU General Public License as published by
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// the Free Software Foundation, either version 3 of the License, or
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// (at your option) any later version.
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//
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// Moodle is distributed in the hope that it will be useful,
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// but WITHOUT ANY WARRANTY; without even the implied warranty of
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// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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// GNU General Public License for more details.
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//
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// You should have received a copy of the GNU General Public License
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// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
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namespace quiz_statistics;
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defined('MOODLE_INTERNAL') || die();
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/**
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* Class to calculate and also manage caching of quiz statistics.
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*
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* These quiz statistics calculations are described here :
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*
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* http://docs.moodle.org/dev/Quiz_statistics_calculations#Test_statistics
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*
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* @package quiz_statistics
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* @copyright 2013 The Open University
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* @author James Pratt me@jamiep.org
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* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
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*/
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class calculator {
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/**
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* @var \core\progress\base
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*/
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protected $progress;
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public function __construct(\core\progress\base $progress = null) {
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if ($progress === null) {
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$progress = new \core\progress\none();
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}
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$this->progress = $progress;
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}
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/**
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* Compute the quiz statistics.
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*
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* @param int $quizid the quiz id.
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* @param int $whichattempts which attempts to use, represented internally as one of the constants as used in
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* $quiz->grademethod ie.
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* QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
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* we calculate stats based on which attempts would affect the grade for each student.
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* @param \core\dml\sql_join $groupstudentsjoins Contains joins, wheres, params for students in this group.
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* @param int $p number of positions (slots).
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* @param float $sumofmarkvariance sum of mark variance, calculated as part of question statistics
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* @return calculated $quizstats The statistics for overall attempt scores.
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*/
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public function calculate($quizid, $whichattempts, \core\dml\sql_join $groupstudentsjoins, $p, $sumofmarkvariance) {
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$this->progress->start_progress('', 3);
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$quizstats = new calculated($whichattempts);
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$countsandaverages = $this->attempt_counts_and_averages($quizid, $groupstudentsjoins);
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$this->progress->progress(1);
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foreach ($countsandaverages as $propertyname => $value) {
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$quizstats->{$propertyname} = $value;
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}
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$s = $quizstats->s();
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if ($s != 0) {
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// Recalculate sql again this time possibly including test for first attempt.
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list($fromqa, $whereqa, $qaparams) =
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quiz_statistics_attempts_sql($quizid, $groupstudentsjoins, $whichattempts);
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$quizstats->median = $this->median($s, $fromqa, $whereqa, $qaparams);
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$this->progress->progress(2);
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if ($s > 1) {
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$powers = $this->sum_of_powers_of_difference_to_mean($quizstats->avg(), $fromqa, $whereqa, $qaparams);
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$this->progress->progress(3);
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$quizstats->standarddeviation = sqrt($powers->power2 / ($s - 1));
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// Skewness.
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if ($s > 2) {
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// See http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise#Skewness_and_Kurtosis.
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$m2 = $powers->power2 / $s;
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$m3 = $powers->power3 / $s;
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$m4 = $powers->power4 / $s;
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$k2 = $s * $m2 / ($s - 1);
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$k3 = $s * $s * $m3 / (($s - 1) * ($s - 2));
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if ($k2 != 0) {
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$quizstats->skewness = $k3 / (pow($k2, 3 / 2));
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// Kurtosis.
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if ($s > 3) {
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$k4 = $s * $s * ((($s + 1) * $m4) - (3 * ($s - 1) * $m2 * $m2)) / (($s - 1) * ($s - 2) * ($s - 3));
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$quizstats->kurtosis = $k4 / ($k2 * $k2);
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}
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if ($p > 1) {
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$quizstats->cic = (100 * $p / ($p - 1)) * (1 - ($sumofmarkvariance / $k2));
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$quizstats->errorratio = 100 * sqrt(1 - ($quizstats->cic / 100));
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$quizstats->standarderror = $quizstats->errorratio *
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$quizstats->standarddeviation / 100;
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}
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}
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}
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}
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$quizstats->cache(quiz_statistics_qubaids_condition($quizid, $groupstudentsjoins, $whichattempts));
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}
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$this->progress->end_progress();
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return $quizstats;
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}
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/**
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* @var int previously, the time after which statistics are automatically recomputed.
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* @deprecated since Moodle 4.3. Use of pre-computed stats is no longer time-limited.
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* @todo MDL-78091 Final deprecation in Moodle 4.7
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*/
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const TIME_TO_CACHE = 900; // 15 minutes.
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/**
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* Load cached statistics from the database.
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*
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* @param \qubaid_condition $qubaids
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* @return calculated|false The statistics for overall attempt scores or false if not cached.
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*/
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public function get_cached($qubaids) {
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global $DB;
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$lastcalculatedtime = $this->get_last_calculated_time($qubaids);
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if (!$lastcalculatedtime) {
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return false;
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}
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$fromdb = $DB->get_record('quiz_statistics', ['hashcode' => $qubaids->get_hash_code(),
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'timemodified' => $lastcalculatedtime]);
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$stats = new calculated();
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$stats->populate_from_record($fromdb);
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return $stats;
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}
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/**
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* Find time of non-expired statistics in the database.
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*
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* @param $qubaids \qubaid_condition
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* @return int|bool Time of cached record that matches this qubaid_condition or false is non found.
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*/
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public function get_last_calculated_time($qubaids) {
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global $DB;
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$lastcalculatedtime = $DB->get_field('quiz_statistics', 'COALESCE(MAX(timemodified), 0)',
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['hashcode' => $qubaids->get_hash_code()]);
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if ($lastcalculatedtime) {
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return $lastcalculatedtime;
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} else {
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return false;
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}
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}
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/**
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* Given a particular quiz grading method return a lang string describing which attempts contribute to grade.
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*
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* Note internally we use the grading method constants to represent which attempts we are calculating statistics for, each
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* grading method corresponds to different attempts for each user.
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*
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* @param int $whichattempts which attempts to use, represented internally as one of the constants as used in
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* $quiz->grademethod ie.
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* QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
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* we calculate stats based on which attempts would affect the grade for each student.
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* @return string the appropriate lang string to describe this option.
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*/
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public static function using_attempts_lang_string($whichattempts) {
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return get_string(static::using_attempts_string_id($whichattempts), 'quiz_statistics');
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}
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/**
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* Given a particular quiz grading method return a string id for use as a field name prefix in mdl_quiz_statistics or to
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* fetch the appropriate language string describing which attempts contribute to grade.
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*
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* Note internally we use the grading method constants to represent which attempts we are calculating statistics for, each
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* grading method corresponds to different attempts for each user.
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*
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* @param int $whichattempts which attempts to use, represented internally as one of the constants as used in
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* $quiz->grademethod ie.
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* QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
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* we calculate stats based on which attempts would affect the grade for each student.
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* @return string the string id for this option.
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*/
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public static function using_attempts_string_id($whichattempts) {
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switch ($whichattempts) {
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case QUIZ_ATTEMPTFIRST :
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return 'firstattempts';
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case QUIZ_GRADEHIGHEST :
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return 'highestattempts';
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case QUIZ_ATTEMPTLAST :
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return 'lastattempts';
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case QUIZ_GRADEAVERAGE :
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return 'allattempts';
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}
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}
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/**
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* Calculating count and mean of marks for first and ALL attempts by students.
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*
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* See : http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise
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* #Calculating_MEAN_of_grades_for_all_attempts_by_students
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* @param int $quizid
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* @param \core\dml\sql_join $groupstudentsjoins Contains joins, wheres, params for students in this group.
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* @return \stdClass with properties with count and avg with prefixes firstattempts, highestattempts, etc.
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*/
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protected function attempt_counts_and_averages($quizid, \core\dml\sql_join $groupstudentsjoins) {
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global $DB;
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$attempttotals = new \stdClass();
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foreach (array_keys(quiz_get_grading_options()) as $which) {
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list($fromqa, $whereqa, $qaparams) = quiz_statistics_attempts_sql($quizid, $groupstudentsjoins, $which);
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$fromdb = $DB->get_record_sql("SELECT COUNT(*) AS rcount, AVG(sumgrades) AS average FROM $fromqa WHERE $whereqa",
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$qaparams);
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$fieldprefix = static::using_attempts_string_id($which);
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$attempttotals->{$fieldprefix.'avg'} = $fromdb->average;
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$attempttotals->{$fieldprefix.'count'} = $fromdb->rcount;
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}
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return $attempttotals;
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}
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/**
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* Median mark.
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*
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* http://docs.moodle.org/dev/Quiz_statistics_calculations#Median_Score
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*
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* @param $s integer count of attempts
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* @param $fromqa string
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* @param $whereqa string
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* @param $qaparams string
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* @return float
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*/
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protected function median($s, $fromqa, $whereqa, $qaparams) {
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global $DB;
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if ($s % 2 == 0) {
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// An even number of attempts.
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$limitoffset = $s / 2 - 1;
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$limit = 2;
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} else {
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$limitoffset = floor($s / 2);
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$limit = 1;
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}
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$sql = "SELECT quiza.id, quiza.sumgrades
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FROM $fromqa
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WHERE $whereqa
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ORDER BY sumgrades";
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$medianmarks = $DB->get_records_sql_menu($sql, $qaparams, $limitoffset, $limit);
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return array_sum($medianmarks) / count($medianmarks);
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}
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/**
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* Fetch the sum of squared, cubed and to the power 4 differences between sumgrade and it's mean.
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*
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* Explanation here : http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise
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* #Calculating_Standard_Deviation.2C_Skewness_and_Kurtosis_of_grades_for_all_attempts_by_students
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*
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* @param $mean
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* @param $fromqa
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* @param $whereqa
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* @param $qaparams
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* @return stdClass with properties power2, power3, power4
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*/
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protected function sum_of_powers_of_difference_to_mean($mean, $fromqa, $whereqa, $qaparams) {
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global $DB;
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$sql = "SELECT
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SUM(POWER((quiza.sumgrades - $mean), 2)) AS power2,
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SUM(POWER((quiza.sumgrades - $mean), 3)) AS power3,
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SUM(POWER((quiza.sumgrades - $mean), 4)) AS power4
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FROM $fromqa
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WHERE $whereqa";
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$params = ['mean1' => $mean, 'mean2' => $mean, 'mean3' => $mean] + $qaparams;
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return $DB->get_record_sql($sql, $params, MUST_EXIST);
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}
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}
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