1 |
efrain |
1 |
<?php
|
|
|
2 |
// This file is part of Moodle - http://moodle.org/
|
|
|
3 |
//
|
|
|
4 |
// Moodle is free software: you can redistribute it and/or modify
|
|
|
5 |
// it under the terms of the GNU General Public License as published by
|
|
|
6 |
// the Free Software Foundation, either version 3 of the License, or
|
|
|
7 |
// (at your option) any later version.
|
|
|
8 |
//
|
|
|
9 |
// Moodle is distributed in the hope that it will be useful,
|
|
|
10 |
// but WITHOUT ANY WARRANTY; without even the implied warranty of
|
|
|
11 |
// MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
|
|
|
12 |
// GNU General Public License for more details.
|
|
|
13 |
//
|
|
|
14 |
// You should have received a copy of the GNU General Public License
|
|
|
15 |
// along with Moodle. If not, see <http://www.gnu.org/licenses/>.
|
|
|
16 |
|
|
|
17 |
namespace quiz_statistics;
|
|
|
18 |
|
|
|
19 |
use question_attempt;
|
|
|
20 |
use question_bank;
|
|
|
21 |
use question_finder;
|
|
|
22 |
use quiz_statistics_report;
|
|
|
23 |
|
|
|
24 |
defined('MOODLE_INTERNAL') || die();
|
|
|
25 |
|
|
|
26 |
global $CFG;
|
|
|
27 |
require_once($CFG->dirroot . '/mod/quiz/tests/attempt_walkthrough_from_csv_test.php');
|
|
|
28 |
require_once($CFG->dirroot . '/mod/quiz/report/statistics/report.php');
|
|
|
29 |
require_once($CFG->dirroot . '/mod/quiz/report/reportlib.php');
|
|
|
30 |
|
|
|
31 |
/**
|
|
|
32 |
* Quiz attempt walk through using data from csv file.
|
|
|
33 |
*
|
|
|
34 |
* The quiz stats below and the question stats found in qstats00.csv were calculated independently in a spreadsheet which is
|
|
|
35 |
* available in open document or excel format here :
|
|
|
36 |
* https://github.com/jamiepratt/moodle-quiz-tools/tree/master/statsspreadsheet
|
|
|
37 |
*
|
|
|
38 |
* Similarly the question variant's stats in qstats00.csv are calculated in stats_for_variant_1.xls and stats_for_variant_8.xls
|
|
|
39 |
* The calculations in the spreadsheets are the same as for the other question stats but applied just to the attempts where the
|
|
|
40 |
* variants appeared.
|
|
|
41 |
*
|
|
|
42 |
* @package quiz_statistics
|
|
|
43 |
* @category test
|
|
|
44 |
* @copyright 2013 The Open University
|
|
|
45 |
* @author Jamie Pratt <me@jamiep.org>
|
|
|
46 |
* @license http://www.gnu.org/copyleft/gpl.html GNU GPL v3 or later
|
|
|
47 |
*/
|
|
|
48 |
class stats_from_steps_walkthrough_test extends \mod_quiz\attempt_walkthrough_from_csv_test {
|
|
|
49 |
|
|
|
50 |
/**
|
|
|
51 |
* @var quiz_statistics_report object to do stats calculations.
|
|
|
52 |
*/
|
|
|
53 |
protected $report;
|
|
|
54 |
|
|
|
55 |
protected function get_full_path_of_csv_file(string $setname, string $test): string {
|
|
|
56 |
// Overridden here so that __DIR__ points to the path of this file.
|
|
|
57 |
return __DIR__."/fixtures/{$setname}{$test}.csv";
|
|
|
58 |
}
|
|
|
59 |
|
|
|
60 |
/**
|
|
|
61 |
* @var string[] names of the files which contain the test data.
|
|
|
62 |
*/
|
|
|
63 |
protected $files = ['questions', 'steps', 'results', 'qstats', 'responsecounts'];
|
|
|
64 |
|
|
|
65 |
/**
|
|
|
66 |
* Create a quiz add questions to it, walk through quiz attempts and then check results.
|
|
|
67 |
*
|
|
|
68 |
* @param array $csvdata data read from csv file "questionsXX.csv", "stepsXX.csv" and "resultsXX.csv".
|
|
|
69 |
* @dataProvider get_data_for_walkthrough
|
|
|
70 |
*/
|
|
|
71 |
public function test_walkthrough_from_csv($quizsettings, $csvdata) {
|
|
|
72 |
|
|
|
73 |
$this->create_quiz_simulate_attempts_and_check_results($quizsettings, $csvdata);
|
|
|
74 |
|
|
|
75 |
$whichattempts = QUIZ_GRADEAVERAGE; // All attempts.
|
|
|
76 |
$whichtries = question_attempt::ALL_TRIES;
|
|
|
77 |
$groupstudentsjoins = new \core\dml\sql_join();
|
|
|
78 |
list($questions, $quizstats, $questionstats, $qubaids) =
|
|
|
79 |
$this->check_stats_calculations_and_response_analysis($csvdata,
|
|
|
80 |
$whichattempts, $whichtries, $groupstudentsjoins);
|
|
|
81 |
if ($quizsettings['testnumber'] === '00') {
|
|
|
82 |
$this->check_variants_count_for_quiz_00($questions, $questionstats, $whichtries, $qubaids);
|
|
|
83 |
$this->check_quiz_stats_for_quiz_00($quizstats);
|
|
|
84 |
}
|
|
|
85 |
}
|
|
|
86 |
|
|
|
87 |
/**
|
|
|
88 |
* Check actual question stats are the same as that found in csv file.
|
|
|
89 |
*
|
|
|
90 |
* @param $qstats array data from csv file.
|
|
|
91 |
* @param $questionstats \core_question\statistics\questions\all_calculated_for_qubaid_condition Calculated stats.
|
|
|
92 |
*/
|
|
|
93 |
protected function check_question_stats($qstats, $questionstats) {
|
|
|
94 |
foreach ($qstats as $slotqstats) {
|
|
|
95 |
foreach ($slotqstats as $statname => $slotqstat) {
|
|
|
96 |
if (!in_array($statname, ['slot', 'subqname']) && $slotqstat !== '') {
|
|
|
97 |
$this->assert_stat_equals($slotqstat,
|
|
|
98 |
$questionstats,
|
|
|
99 |
$slotqstats['slot'],
|
|
|
100 |
$slotqstats['subqname'],
|
|
|
101 |
$slotqstats['variant'],
|
|
|
102 |
$statname);
|
|
|
103 |
}
|
|
|
104 |
}
|
|
|
105 |
// Check that sub-question boolean field is correctly set.
|
|
|
106 |
$this->assert_stat_equals(!empty($slotqstats['subqname']),
|
|
|
107 |
$questionstats,
|
|
|
108 |
$slotqstats['slot'],
|
|
|
109 |
$slotqstats['subqname'],
|
|
|
110 |
$slotqstats['variant'],
|
|
|
111 |
'subquestion');
|
|
|
112 |
}
|
|
|
113 |
}
|
|
|
114 |
|
|
|
115 |
/**
|
|
|
116 |
* Check that the stat is as expected within a reasonable tolerance.
|
|
|
117 |
*
|
|
|
118 |
* @param float|string|bool $expected expected value of stat.
|
|
|
119 |
* @param \core_question\statistics\questions\all_calculated_for_qubaid_condition $questionstats
|
|
|
120 |
* @param int $slot
|
|
|
121 |
* @param string $subqname if empty string then not an item stat.
|
|
|
122 |
* @param int|string $variant if empty string then not a variantstat.
|
|
|
123 |
* @param string $statname
|
|
|
124 |
*/
|
|
|
125 |
protected function assert_stat_equals($expected, $questionstats, $slot, $subqname, $variant, $statname) {
|
|
|
126 |
|
|
|
127 |
if ($variant === '' && $subqname === '') {
|
|
|
128 |
$actual = $questionstats->for_slot($slot)->{$statname};
|
|
|
129 |
} else if ($subqname !== '') {
|
|
|
130 |
$actual = $questionstats->for_subq($this->randqids[$slot][$subqname])->{$statname};
|
|
|
131 |
} else {
|
|
|
132 |
$actual = $questionstats->for_slot($slot, $variant)->{$statname};
|
|
|
133 |
}
|
|
|
134 |
$message = "$statname for slot $slot";
|
|
|
135 |
if ($expected === '**NULL**') {
|
|
|
136 |
$this->assertEquals(null, $actual, $message);
|
|
|
137 |
} else if (is_bool($expected)) {
|
|
|
138 |
$this->assertEquals($expected, $actual, $message);
|
|
|
139 |
} else if (is_numeric($expected)) {
|
|
|
140 |
switch ($statname) {
|
|
|
141 |
case 'covariance' :
|
|
|
142 |
case 'discriminationindex' :
|
|
|
143 |
case 'discriminativeefficiency' :
|
|
|
144 |
case 'effectiveweight' :
|
|
|
145 |
$precision = 1e-5;
|
|
|
146 |
break;
|
|
|
147 |
default :
|
|
|
148 |
$precision = 1e-6;
|
|
|
149 |
}
|
|
|
150 |
$delta = abs($expected) * $precision;
|
|
|
151 |
$this->assertEqualsWithDelta((float)$expected, $actual, $delta, $message);
|
|
|
152 |
} else {
|
|
|
153 |
$this->assertEquals($expected, $actual, $message);
|
|
|
154 |
}
|
|
|
155 |
}
|
|
|
156 |
|
|
|
157 |
protected function assert_response_count_equals($question, $qubaids, $expected, $whichtries) {
|
|
|
158 |
$responesstats = new \core_question\statistics\responses\analyser($question);
|
|
|
159 |
$analysis = $responesstats->load_cached($qubaids, $whichtries);
|
|
|
160 |
if (!isset($expected['subpart'])) {
|
|
|
161 |
$subpart = 1;
|
|
|
162 |
} else {
|
|
|
163 |
$subpart = $expected['subpart'];
|
|
|
164 |
}
|
|
|
165 |
list($subpartid, $responseclassid) = $this->get_response_subpart_and_class_id($question,
|
|
|
166 |
$subpart,
|
|
|
167 |
$expected['modelresponse']);
|
|
|
168 |
|
|
|
169 |
$subpartanalysis = $analysis->get_analysis_for_subpart($expected['variant'], $subpartid);
|
|
|
170 |
$responseclassanalysis = $subpartanalysis->get_response_class($responseclassid);
|
|
|
171 |
$actualresponsecounts = $responseclassanalysis->data_for_question_response_table('', '');
|
|
|
172 |
|
|
|
173 |
foreach ($actualresponsecounts as $actualresponsecount) {
|
|
|
174 |
if ($actualresponsecount->response == $expected['actualresponse'] || count($actualresponsecounts) == 1) {
|
|
|
175 |
$i = 1;
|
|
|
176 |
$partofanalysis = " slot {$expected['slot']}, rand q '{$expected['randq']}', variant {$expected['variant']}, ".
|
|
|
177 |
"for expected model response {$expected['modelresponse']}, ".
|
|
|
178 |
"actual response {$expected['actualresponse']}";
|
|
|
179 |
while (isset($expected['count'.$i])) {
|
|
|
180 |
if ($expected['count'.$i] != 0) {
|
|
|
181 |
$this->assertTrue(isset($actualresponsecount->trycount[$i]),
|
|
|
182 |
"There is no count at all for try $i on ".$partofanalysis);
|
|
|
183 |
$this->assertEquals($expected['count'.$i], $actualresponsecount->trycount[$i],
|
|
|
184 |
"Count for try $i on ".$partofanalysis);
|
|
|
185 |
}
|
|
|
186 |
$i++;
|
|
|
187 |
}
|
|
|
188 |
if (isset($expected['totalcount'])) {
|
|
|
189 |
$this->assertEquals($expected['totalcount'], $actualresponsecount->totalcount,
|
|
|
190 |
"Total count on ".$partofanalysis);
|
|
|
191 |
}
|
|
|
192 |
return;
|
|
|
193 |
}
|
|
|
194 |
}
|
|
|
195 |
throw new \coding_exception("Expected response '{$expected['actualresponse']}' not found.");
|
|
|
196 |
}
|
|
|
197 |
|
|
|
198 |
protected function get_response_subpart_and_class_id($question, $subpart, $modelresponse) {
|
|
|
199 |
$qtypeobj = question_bank::get_qtype($question->qtype, false);
|
|
|
200 |
$possibleresponses = $qtypeobj->get_possible_responses($question);
|
|
|
201 |
$possibleresponsesubpartids = array_keys($possibleresponses);
|
|
|
202 |
if (!isset($possibleresponsesubpartids[$subpart - 1])) {
|
|
|
203 |
throw new \coding_exception("Subpart '{$subpart}' not found.");
|
|
|
204 |
}
|
|
|
205 |
$subpartid = $possibleresponsesubpartids[$subpart - 1];
|
|
|
206 |
|
|
|
207 |
if ($modelresponse == '[NO RESPONSE]') {
|
|
|
208 |
return [$subpartid, null];
|
|
|
209 |
|
|
|
210 |
} else if ($modelresponse == '[NO MATCH]') {
|
|
|
211 |
return [$subpartid, 0];
|
|
|
212 |
}
|
|
|
213 |
|
|
|
214 |
$modelresponses = [];
|
|
|
215 |
foreach ($possibleresponses[$subpartid] as $responseclassid => $subpartpossibleresponse) {
|
|
|
216 |
$modelresponses[$responseclassid] = $subpartpossibleresponse->responseclass;
|
|
|
217 |
}
|
|
|
218 |
$this->assertContains($modelresponse, $modelresponses);
|
|
|
219 |
$responseclassid = array_search($modelresponse, $modelresponses);
|
|
|
220 |
return [$subpartid, $responseclassid];
|
|
|
221 |
}
|
|
|
222 |
|
|
|
223 |
/**
|
|
|
224 |
* @param $responsecounts
|
|
|
225 |
* @param $qubaids
|
|
|
226 |
* @param $questions
|
|
|
227 |
* @param $whichtries
|
|
|
228 |
*/
|
|
|
229 |
protected function check_response_counts($responsecounts, $qubaids, $questions, $whichtries) {
|
|
|
230 |
foreach ($responsecounts as $expected) {
|
|
|
231 |
$defaultsforexpected = ['randq' => '', 'variant' => '1', 'subpart' => '1'];
|
|
|
232 |
foreach ($defaultsforexpected as $key => $expecteddefault) {
|
|
|
233 |
if (!isset($expected[$key])) {
|
|
|
234 |
$expected[$key] = $expecteddefault;
|
|
|
235 |
}
|
|
|
236 |
}
|
|
|
237 |
if ($expected['randq'] == '') {
|
|
|
238 |
$question = $questions[$expected['slot']];
|
|
|
239 |
} else {
|
|
|
240 |
$qid = $this->randqids[$expected['slot']][$expected['randq']];
|
|
|
241 |
$question = question_finder::get_instance()->load_question_data($qid);
|
|
|
242 |
}
|
|
|
243 |
$this->assert_response_count_equals($question, $qubaids, $expected, $whichtries);
|
|
|
244 |
}
|
|
|
245 |
}
|
|
|
246 |
|
|
|
247 |
/**
|
|
|
248 |
* @param $questions
|
|
|
249 |
* @param $questionstats
|
|
|
250 |
* @param $whichtries
|
|
|
251 |
* @param $qubaids
|
|
|
252 |
*/
|
|
|
253 |
protected function check_variants_count_for_quiz_00($questions, $questionstats, $whichtries, $qubaids) {
|
|
|
254 |
$expectedvariantcounts = [2 => [1 => 6,
|
|
|
255 |
4 => 4,
|
|
|
256 |
5 => 3,
|
|
|
257 |
6 => 4,
|
|
|
258 |
7 => 2,
|
|
|
259 |
8 => 5,
|
|
|
260 |
10 => 1]];
|
|
|
261 |
|
|
|
262 |
foreach ($questions as $slot => $question) {
|
|
|
263 |
if (!question_bank::get_qtype($question->qtype, false)->can_analyse_responses()) {
|
|
|
264 |
continue;
|
|
|
265 |
}
|
|
|
266 |
$responesstats = new \core_question\statistics\responses\analyser($question);
|
|
|
267 |
$this->assertTimeCurrent($responesstats->get_last_analysed_time($qubaids, $whichtries));
|
|
|
268 |
$analysis = $responesstats->load_cached($qubaids, $whichtries);
|
|
|
269 |
$variantsnos = $analysis->get_variant_nos();
|
|
|
270 |
if (isset($expectedvariantcounts[$slot])) {
|
|
|
271 |
// Compare contents, ignore ordering of array, using canonicalize parameter of assertEquals.
|
|
|
272 |
$this->assertEqualsCanonicalizing(array_keys($expectedvariantcounts[$slot]), $variantsnos);
|
|
|
273 |
} else {
|
|
|
274 |
$this->assertEquals([1], $variantsnos);
|
|
|
275 |
}
|
|
|
276 |
$totalspervariantno = [];
|
|
|
277 |
foreach ($variantsnos as $variantno) {
|
|
|
278 |
|
|
|
279 |
$subpartids = $analysis->get_subpart_ids($variantno);
|
|
|
280 |
foreach ($subpartids as $subpartid) {
|
|
|
281 |
if (!isset($totalspervariantno[$subpartid])) {
|
|
|
282 |
$totalspervariantno[$subpartid] = [];
|
|
|
283 |
}
|
|
|
284 |
$totalspervariantno[$subpartid][$variantno] = 0;
|
|
|
285 |
|
|
|
286 |
$subpartanalysis = $analysis->get_analysis_for_subpart($variantno, $subpartid);
|
|
|
287 |
$classids = $subpartanalysis->get_response_class_ids();
|
|
|
288 |
foreach ($classids as $classid) {
|
|
|
289 |
$classanalysis = $subpartanalysis->get_response_class($classid);
|
|
|
290 |
$actualresponsecounts = $classanalysis->data_for_question_response_table('', '');
|
|
|
291 |
foreach ($actualresponsecounts as $actualresponsecount) {
|
|
|
292 |
$totalspervariantno[$subpartid][$variantno] += $actualresponsecount->totalcount;
|
|
|
293 |
}
|
|
|
294 |
}
|
|
|
295 |
}
|
|
|
296 |
}
|
|
|
297 |
// Count all counted responses for each part of question and confirm that counted responses, for most question types
|
|
|
298 |
// are the number of attempts at the question for each question part.
|
|
|
299 |
if ($slot != 5) {
|
|
|
300 |
// Slot 5 holds a multi-choice multiple question.
|
|
|
301 |
// Multi-choice multiple is slightly strange. Actual answer counts given for each sub part do not add up to the
|
|
|
302 |
// total attempt count.
|
|
|
303 |
// This is because each option is counted as a sub part and each option can be off or on in each attempt. Off is
|
|
|
304 |
// not counted in response analysis for this question type.
|
|
|
305 |
foreach ($totalspervariantno as $totalpervariantno) {
|
|
|
306 |
if (isset($expectedvariantcounts[$slot])) {
|
|
|
307 |
// If we know how many attempts there are at each variant we can check
|
|
|
308 |
// that we have counted the correct amount of responses for each variant.
|
|
|
309 |
$this->assertEqualsCanonicalizing($expectedvariantcounts[$slot],
|
|
|
310 |
$totalpervariantno,
|
|
|
311 |
"Totals responses do not add up in response analysis for slot {$slot}.");
|
|
|
312 |
} else {
|
|
|
313 |
$this->assertEquals(25,
|
|
|
314 |
array_sum($totalpervariantno),
|
|
|
315 |
"Totals responses do not add up in response analysis for slot {$slot}.");
|
|
|
316 |
}
|
|
|
317 |
}
|
|
|
318 |
}
|
|
|
319 |
}
|
|
|
320 |
|
|
|
321 |
foreach ($expectedvariantcounts as $slot => $expectedvariantcount) {
|
|
|
322 |
foreach ($expectedvariantcount as $variantno => $s) {
|
|
|
323 |
$this->assertEquals($s, $questionstats->for_slot($slot, $variantno)->s);
|
|
|
324 |
}
|
|
|
325 |
}
|
|
|
326 |
}
|
|
|
327 |
|
|
|
328 |
/**
|
|
|
329 |
* @param $quizstats
|
|
|
330 |
*/
|
|
|
331 |
protected function check_quiz_stats_for_quiz_00($quizstats) {
|
|
|
332 |
$quizstatsexpected = [
|
|
|
333 |
'median' => 4.5,
|
|
|
334 |
'firstattemptsavg' => 4.617333332,
|
|
|
335 |
'allattemptsavg' => 4.617333332,
|
|
|
336 |
'firstattemptscount' => 25,
|
|
|
337 |
'allattemptscount' => 25,
|
|
|
338 |
'standarddeviation' => 0.8117265554,
|
|
|
339 |
'skewness' => -0.092502502,
|
|
|
340 |
'kurtosis' => -0.7073968557,
|
|
|
341 |
'cic' => -87.2230935542,
|
|
|
342 |
'errorratio' => 136.8294900795,
|
|
|
343 |
'standarderror' => 1.1106813066
|
|
|
344 |
];
|
|
|
345 |
|
|
|
346 |
foreach ($quizstatsexpected as $statname => $statvalue) {
|
|
|
347 |
$this->assertEqualsWithDelta($statvalue, $quizstats->$statname, abs($statvalue) * 1.5e-5, $quizstats->$statname);
|
|
|
348 |
}
|
|
|
349 |
}
|
|
|
350 |
|
|
|
351 |
/**
|
|
|
352 |
* Check the question stats and the response counts used in the statistics report. If the appropriate files exist in fixtures/.
|
|
|
353 |
*
|
|
|
354 |
* @param array $csvdata Data loaded from csv files for this test.
|
|
|
355 |
* @param string $whichattempts
|
|
|
356 |
* @param string $whichtries
|
|
|
357 |
* @param \core\dml\sql_join $groupstudentsjoins
|
|
|
358 |
* @return array with contents 0 => $questions, 1 => $quizstats, 2 => $questionstats, 3 => $qubaids Might be needed for further
|
|
|
359 |
* testing.
|
|
|
360 |
*/
|
|
|
361 |
protected function check_stats_calculations_and_response_analysis($csvdata, $whichattempts, $whichtries,
|
|
|
362 |
\core\dml\sql_join $groupstudentsjoins) {
|
|
|
363 |
$this->report = new quiz_statistics_report();
|
|
|
364 |
$questions = $this->report->load_and_initialise_questions_for_calculations($this->quiz);
|
|
|
365 |
list($quizstats, $questionstats) = $this->report->get_all_stats_and_analysis($this->quiz,
|
|
|
366 |
$whichattempts,
|
|
|
367 |
$whichtries,
|
|
|
368 |
$groupstudentsjoins,
|
|
|
369 |
$questions);
|
|
|
370 |
|
|
|
371 |
$qubaids = quiz_statistics_qubaids_condition($this->quiz->id, $groupstudentsjoins, $whichattempts);
|
|
|
372 |
|
|
|
373 |
// We will create some quiz and question stat calculator instances and some response analyser instances, just in order
|
|
|
374 |
// to check the last analysed time then returned.
|
|
|
375 |
$quizcalc = new calculator();
|
|
|
376 |
// Should not be a delay of more than one second between the calculation of stats above and here.
|
|
|
377 |
$this->assertTimeCurrent($quizcalc->get_last_calculated_time($qubaids));
|
|
|
378 |
|
|
|
379 |
$qcalc = new \core_question\statistics\questions\calculator($questions);
|
|
|
380 |
$this->assertTimeCurrent($qcalc->get_last_calculated_time($qubaids));
|
|
|
381 |
|
|
|
382 |
if (isset($csvdata['responsecounts'])) {
|
|
|
383 |
$this->check_response_counts($csvdata['responsecounts'], $qubaids, $questions, $whichtries);
|
|
|
384 |
}
|
|
|
385 |
if (isset($csvdata['qstats'])) {
|
|
|
386 |
$this->check_question_stats($csvdata['qstats'], $questionstats);
|
|
|
387 |
return [$questions, $quizstats, $questionstats, $qubaids];
|
|
|
388 |
}
|
|
|
389 |
return [$questions, $quizstats, $questionstats, $qubaids];
|
|
|
390 |
}
|
|
|
391 |
|
|
|
392 |
}
|