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Editing: calculator.php

<?php
// This file is part of Moodle - http://moodle.org/
//
// Moodle is free software: you can redistribute it and/or modify
// it under the terms of the GNU General Public License as published by
// the Free Software Foundation, either version 3 of the License, or
// (at your option) any later version.
//
// Moodle is distributed in the hope that it will be useful,
// but WITHOUT ANY WARRANTY; without even the implied warranty of
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
// GNU General Public License for more details.
//
// You should have received a copy of the GNU General Public License
// along with Moodle.  If not, see <http://www.gnu.org/licenses/>.

namespace quiz_statistics;
defined('MOODLE_INTERNAL') || die();

/**
 * Class to calculate and also manage caching of quiz statistics.
 *
 * These quiz statistics calculations are described here :
 *
 * http://docs.moodle.org/dev/Quiz_statistics_calculations#Test_statistics
 *
 * @package    quiz_statistics
 * @copyright  2013 The Open University
 * @author     James Pratt me@jamiep.org
 * @license    http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
 */
class calculator {

/**
     * @var \core\progress\base
     */
    protected $progress;

public function __construct(\core\progress\base $progress = null) {
        if ($progress === null) {
            $progress = new \core\progress\none();
        }
        $this->progress = $progress;
    }

/**
     * Compute the quiz statistics.
     *
     * @param int   $quizid            the quiz id.
     * @param int $whichattempts which attempts to use, represented internally as one of the constants as used in
     *                                   $quiz->grademethod ie.
     *                                   QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
     *                                   we calculate stats based on which attempts would affect the grade for each student.
     * @param \core\dml\sql_join $groupstudentsjoins Contains joins, wheres, params for students in this group.
     * @param int   $p                 number of positions (slots).
     * @param float $sumofmarkvariance sum of mark variance, calculated as part of question statistics
     * @return calculated $quizstats The statistics for overall attempt scores.
     */
    public function calculate($quizid, $whichattempts, \core\dml\sql_join $groupstudentsjoins, $p, $sumofmarkvariance) {

$this->progress->start_progress('', 3);

$quizstats = new calculated($whichattempts);

$countsandaverages = $this->attempt_counts_and_averages($quizid, $groupstudentsjoins);
        $this->progress->progress(1);

foreach ($countsandaverages as $propertyname => $value) {
            $quizstats->{$propertyname} = $value;
        }

$s = $quizstats->s();
        if ($s != 0) {

// Recalculate sql again this time possibly including test for first attempt.
            list($fromqa, $whereqa, $qaparams) =
                quiz_statistics_attempts_sql($quizid, $groupstudentsjoins, $whichattempts);

$quizstats->median = $this->median($s, $fromqa, $whereqa, $qaparams);
            $this->progress->progress(2);

if ($s > 1) {

$powers = $this->sum_of_powers_of_difference_to_mean($quizstats->avg(), $fromqa, $whereqa, $qaparams);
                $this->progress->progress(3);

$quizstats->standarddeviation = sqrt($powers->power2 / ($s - 1));

// Skewness.
                if ($s > 2) {
                    // See http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise#Skewness_and_Kurtosis.
                    $m2 = $powers->power2 / $s;
                    $m3 = $powers->power3 / $s;
                    $m4 = $powers->power4 / $s;

$k2 = $s * $m2 / ($s - 1);
                    $k3 = $s * $s * $m3 / (($s - 1) * ($s - 2));
                    if ($k2 != 0) {
                        $quizstats->skewness = $k3 / (pow($k2, 3 / 2));

// Kurtosis.
                        if ($s > 3) {
                            $k4 = $s * $s * ((($s + 1) * $m4) - (3 * ($s - 1) * $m2 * $m2)) / (($s - 1) * ($s - 2) * ($s - 3));
                            $quizstats->kurtosis = $k4 / ($k2 * $k2);
                        }

if ($p > 1) {
                            $quizstats->cic = (100 * $p / ($p - 1)) * (1 - ($sumofmarkvariance / $k2));
                            $quizstats->errorratio = 100 * sqrt(1 - ($quizstats->cic / 100));
                            $quizstats->standarderror = $quizstats->errorratio *
                                $quizstats->standarddeviation / 100;
                        }
                    }

}
            }

$quizstats->cache(quiz_statistics_qubaids_condition($quizid, $groupstudentsjoins, $whichattempts));
        }
        $this->progress->end_progress();
        return $quizstats;
    }

/** @var int No longer used. Previously the time after which statistics are automatically recomputed. */
    const TIME_TO_CACHE = 900; // 15 minutes.

/**
     * Load cached statistics from the database.
     *
     * @param \qubaid_condition $qubaids
     * @return calculated|false The statistics for overall attempt scores or false if not cached.
     */
    public function get_cached($qubaids) {
        global $DB;

$lastcalculatedtime = $this->get_last_calculated_time($qubaids);
        if (!$lastcalculatedtime) {
            return false;
        }
        $fromdb = $DB->get_record('quiz_statistics', ['hashcode' => $qubaids->get_hash_code(),
                'timemodified' => $lastcalculatedtime]);
        $stats = new calculated();
        $stats->populate_from_record($fromdb);
        return $stats;
    }

/**
     * Find time of non-expired statistics in the database.
     *
     * @param $qubaids \qubaid_condition
     * @return int|bool Time of cached record that matches this qubaid_condition or false is non found.
     */
    public function get_last_calculated_time($qubaids) {
        global $DB;
        $lastcalculatedtime = $DB->get_field('quiz_statistics', 'COALESCE(MAX(timemodified), 0)',
                ['hashcode' => $qubaids->get_hash_code()]);
        if ($lastcalculatedtime) {
            return $lastcalculatedtime;
        } else {
            return false;
        }
    }

/**
     * Given a particular quiz grading method return a lang string describing which attempts contribute to grade.
     *
     * Note internally we use the grading method constants to represent which attempts we are calculating statistics for, each
     * grading method corresponds to different attempts for each user.
     *
     * @param  int $whichattempts which attempts to use, represented internally as one of the constants as used in
     *                                   $quiz->grademethod ie.
     *                                   QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
     *                                   we calculate stats based on which attempts would affect the grade for each student.
     * @return string the appropriate lang string to describe this option.
     */
    public static function using_attempts_lang_string($whichattempts) {
         return get_string(static::using_attempts_string_id($whichattempts), 'quiz_statistics');
    }

/**
     * Given a particular quiz grading method return a string id for use as a field name prefix in mdl_quiz_statistics or to
     * fetch the appropriate language string describing which attempts contribute to grade.
     *
     * Note internally we use the grading method constants to represent which attempts we are calculating statistics for, each
     * grading method corresponds to different attempts for each user.
     *
     * @param  int $whichattempts which attempts to use, represented internally as one of the constants as used in
     *                                   $quiz->grademethod ie.
     *                                   QUIZ_GRADEAVERAGE, QUIZ_GRADEHIGHEST, QUIZ_ATTEMPTLAST or QUIZ_ATTEMPTFIRST
     *                                   we calculate stats based on which attempts would affect the grade for each student.
     * @return string the string id for this option.
     */
    public static function using_attempts_string_id($whichattempts) {
        switch ($whichattempts) {
            case QUIZ_ATTEMPTFIRST :
                return 'firstattempts';
            case QUIZ_GRADEHIGHEST :
                return 'highestattempts';
            case QUIZ_ATTEMPTLAST :
                return 'lastattempts';
            case QUIZ_GRADEAVERAGE :
                return 'allattempts';
        }
    }

/**
     * Calculating count and mean of marks for first and ALL attempts by students.
     *
     * See : http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise
     *                                      #Calculating_MEAN_of_grades_for_all_attempts_by_students
     * @param int $quizid
     * @param \core\dml\sql_join $groupstudentsjoins Contains joins, wheres, params for students in this group.
     * @return \stdClass with properties with count and avg with prefixes firstattempts, highestattempts, etc.
     */
    protected function attempt_counts_and_averages($quizid, \core\dml\sql_join $groupstudentsjoins) {
        global $DB;

$attempttotals = new \stdClass();
        foreach (array_keys(quiz_get_grading_options()) as $which) {

list($fromqa, $whereqa, $qaparams) = quiz_statistics_attempts_sql($quizid, $groupstudentsjoins, $which);

$fromdb = $DB->get_record_sql("SELECT COUNT(*) AS rcount, AVG(sumgrades) AS average FROM $fromqa WHERE $whereqa",
                                            $qaparams);
            $fieldprefix = static::using_attempts_string_id($which);
            $attempttotals->{$fieldprefix.'avg'} = $fromdb->average;
            $attempttotals->{$fieldprefix.'count'} = $fromdb->rcount;
        }
        return $attempttotals;
    }

/**
     * Median mark.
     *
     * http://docs.moodle.org/dev/Quiz_statistics_calculations#Median_Score
     *
     * @param $s integer count of attempts
     * @param $fromqa string
     * @param $whereqa string
     * @param $qaparams string
     * @return float
     */
    protected function median($s, $fromqa, $whereqa, $qaparams) {
        global $DB;

if ($s % 2 == 0) {
            // An even number of attempts.
            $limitoffset = $s / 2 - 1;
            $limit = 2;
        } else {
            $limitoffset = floor($s / 2);
            $limit = 1;
        }
        $sql = "SELECT quiza.id, quiza.sumgrades
                  FROM $fromqa
                 WHERE $whereqa
              ORDER BY sumgrades";

$medianmarks = $DB->get_records_sql_menu($sql, $qaparams, $limitoffset, $limit);

return array_sum($medianmarks) / count($medianmarks);
    }

/**
     * Fetch the sum of squared, cubed and to the power 4 differences between sumgrade and it's mean.
     *
     * Explanation here : http://docs.moodle.org/dev/Quiz_item_analysis_calculations_in_practise
     *              #Calculating_Standard_Deviation.2C_Skewness_and_Kurtosis_of_grades_for_all_attempts_by_students
     *
     * @param $mean
     * @param $fromqa
     * @param $whereqa
     * @param $qaparams
     * @return stdClass with properties power2, power3, power4
     */
    protected function sum_of_powers_of_difference_to_mean($mean, $fromqa, $whereqa, $qaparams) {
        global $DB;

$sql = "SELECT
                    SUM(POWER((quiza.sumgrades - $mean), 2)) AS power2,
                    SUM(POWER((quiza.sumgrades - $mean), 3)) AS power3,
                    SUM(POWER((quiza.sumgrades - $mean), 4)) AS power4
                  FROM $fromqa
                 WHERE $whereqa";
        $params = ['mean1' => $mean, 'mean2' => $mean, 'mean3' => $mean] + $qaparams;

return $DB->get_record_sql($sql, $params, MUST_EXIST);
    }

}

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