File:  [LON-CAPA] / loncom / interface / statistics / lonproblemstatistics.pm
Revision 1.46: download - view: text, annotated - select for diffs
Wed Mar 26 21:55:18 2003 UTC (21 years, 3 months ago) by matthew
Branches: MAIN
CVS tags: HEAD
Fix bug - graph.png does not plot values of 'nan' very well, so pass 0 instead.

    1: # The LearningOnline Network with CAPA
    2: #
    3: # $Id: lonproblemstatistics.pm,v 1.46 2003/03/26 21:55:18 matthew Exp $
    4: #
    5: # Copyright Michigan State University Board of Trustees
    6: #
    7: # This file is part of the LearningOnline Network with CAPA (LON-CAPA).
    8: #
    9: # LON-CAPA is free software; you can redistribute it and/or modify
   10: # it under the terms of the GNU General Public License as published by
   11: # the Free Software Foundation; either version 2 of the License, or
   12: # (at your option) any later version.
   13: #
   14: # LON-CAPA is distributed in the hope that it will be useful,
   15: # but WITHOUT ANY WARRANTY; without even the implied warranty of
   16: # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
   17: # GNU General Public License for more details.
   18: #
   19: # You should have received a copy of the GNU General Public License
   20: # along with LON-CAPA; if not, write to the Free Software
   21: # Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
   22: #
   23: # /home/httpd/html/adm/gpl.txt
   24: #
   25: # http://www.lon-capa.org/
   26: #
   27: # (Navigate problems for statistical reports
   28: #
   29: ###
   30: 
   31: package Apache::lonproblemstatistics;
   32: 
   33: use strict;
   34: use Apache::lonnet();
   35: use Apache::lonhtmlcommon;
   36: use Apache::loncoursedata;
   37: use Apache::lonstatistics;
   38: use Spreadsheet::WriteExcel;
   39: 
   40: #######################################################
   41: #######################################################
   42: 
   43: sub CreateInterface {
   44:     my $Str = '';
   45:     $Str .= '<table cellspacing="5">'."\n";
   46:     $Str .= '<tr>';
   47:     $Str .= '<td align="center"><b>Sections</b></td>';
   48:     $Str .= '<td align="center"><b>Sequences and Folders</b></td>';
   49:     $Str .= '<td align="center"><b>Output</b></td>';
   50:     $Str .= '</tr>'."\n";
   51:     #
   52:     $Str .= '<tr><td align="center">'."\n";
   53:     $Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
   54:     $Str .= '</td><td align="center">';
   55:     #
   56:     my $only_seq_with_assessments = sub { 
   57:         my $s=shift;
   58:         if ($s->{'num_assess'} < 1) { 
   59:             return 0;
   60:         } else { 
   61:             return 1;
   62:         }
   63:     };
   64:     $Str .= &Apache::lonstatistics::MapSelect('Maps','multiple,all',5,
   65:                                               $only_seq_with_assessments);
   66:     $Str .= '</td><td>'."\n";
   67:     $Str .= &CreateAndParseOutputSelector();
   68:     $Str .= '</td></tr>'."\n";
   69:     $Str .= '</table>'."\n";
   70:     return $Str;
   71: }
   72: 
   73: #######################################################
   74: #######################################################
   75: 
   76: =pod
   77: 
   78: =item &CreateAndParseOutputSelector()
   79: 
   80: =cut
   81: 
   82: #######################################################
   83: #######################################################
   84: my $output_mode;
   85: my $show;
   86: 
   87: my @OutputOptions = 
   88:     (
   89:      { name  => 'problem statistics grouped by sequence',
   90:        value => 'HTML problem statistics grouped',
   91:        description => 'Output statistics for the problem parts.',
   92:        mode => 'html',
   93:        show => 'grouped',
   94:      },
   95:      { name  => 'problem statistics ungrouped',
   96:        value => 'HTML problem statistics ungrouped',
   97:        description => 'Output statistics for the problem parts.',
   98:        mode => 'html',
   99:        show => 'ungrouped',
  100:      },
  101:      { name  => 'problem statistics, Excel',
  102:        value => 'Excel problem statistics',
  103:        description => 'Output statistics for the problem parts '.
  104:            'in an Excel workbook',
  105:        mode => 'excel',
  106:        show => 'all',
  107:      },
  108:      { name  => 'Degree of Difficulty Plot',
  109:        value => 'plot deg diff',
  110:        description => 'Generate a plot of the degree of difficulty of each '.
  111:            'problem part.',
  112:        mode => 'plot',
  113:        show => 'deg of diff',
  114:      },
  115:      { name  => 'Percent Wrong Plot',
  116:        value => 'plot per wrong',
  117:        description => 'Generate a plot showing the percent of students who '.
  118:            'were unable to complete each problem part',
  119:        mode => 'plot',
  120:        show => 'per wrong',
  121:      },
  122:      );
  123: 
  124: sub OutputDescriptions {
  125:     my $Str = '';
  126:     $Str .= "<h2>Output Modes</h2>\n";
  127:     $Str .= "<dl>\n";
  128:     foreach my $outputmode (@OutputOptions) {
  129: 	$Str .="    <dt>".$outputmode->{'name'}."</dt>\n";
  130: 	$Str .="        <dd>".$outputmode->{'description'}."</dd>\n";
  131:     }
  132:     $Str .= "</dl>\n";
  133:     return $Str;
  134: }
  135: 
  136: sub CreateAndParseOutputSelector {
  137:     my $Str = '';
  138:     my $elementname = 'outputmode';
  139:     #
  140:     # Format for output options is 'mode, restrictions';
  141:     my $selected = 'html, with links';
  142:     if (exists($ENV{'form.'.$elementname})) {
  143:         if (ref($ENV{'form.'.$elementname} eq 'ARRAY')) {
  144:             $selected = $ENV{'form.'.$elementname}->[0];
  145:         } else {
  146:             $selected = $ENV{'form.'.$elementname};
  147:         }
  148:     }
  149:     #
  150:     # Set package variables describing output mode
  151:     $output_mode = 'html';
  152:     $show        = 'all';
  153:     foreach my $option (@OutputOptions) {
  154:         next if ($option->{'value'} ne $selected);
  155:         $output_mode = $option->{'mode'};
  156:         $show        = $option->{'show'};
  157:     }
  158:     #
  159:     # Build the form element
  160:     $Str = qq/<select size="5" name="$elementname">/;
  161:     foreach my $option (@OutputOptions) {
  162:         $Str .= "\n".'    <option value="'.$option->{'value'}.'"';
  163:         $Str .= " selected " if ($option->{'value'} eq $selected);
  164:         $Str .= ">".$option->{'name'}."<\/option>";
  165:     }
  166:     $Str .= "\n</select>";
  167:     return $Str;
  168: }
  169: 
  170: ###############################################
  171: ###############################################
  172: 
  173: ###############################################
  174: ###############################################
  175: sub Gather_Student_Data {
  176:     my ($r) = @_;
  177:     my $c = $r->connection();
  178:     #
  179:     my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
  180:     #
  181:     my @Students = @Apache::lonstatistics::Students;
  182:     #
  183:     # Open the progress window
  184:     my %prog_state=&Apache::lonhtmlcommon::Create_PrgWin
  185:         ($r,'Statistics Compilation Status',
  186:          'Statistics Compilation Progress', scalar(@Students));
  187:     #
  188:     while (my $student = shift @Students) {
  189:         return if ($c->aborted());
  190:         my ($status,undef) = &Apache::loncoursedata::ensure_current_data
  191:             ($student->{'username'},$student->{'domain'},
  192:              $ENV{'request.course.id'});
  193:         &Apache::lonhtmlcommon::Increment_PrgWin($r,\%prog_state,
  194:                                                  'last student');
  195:     }
  196:     &Apache::lonhtmlcommon::Close_PrgWin($r,\%prog_state);
  197:     $r->rflush();
  198: }
  199: 
  200: ###############################################
  201: ###############################################
  202: 
  203: ###############################################
  204: ###############################################
  205: sub BuildProblemStatisticsPage {
  206:     my ($r,$c)=@_;
  207:     #
  208:     $output_mode = 'html';
  209:     $show = 'grouped';
  210:     #
  211:     $r->print(&CreateInterface());
  212:     $r->print('<input type="hidden" name="statsfirstcall" value="no" />');
  213:     $r->print('<input type="hidden" name="sortby" value="'.$ENV{'form.sortby'}.
  214:               '" />');
  215:     if (! exists($ENV{'form.statsfirstcall'})) {
  216:         return;
  217:     }
  218:     #
  219:     &Gather_Student_Data($r);
  220:     #
  221:     #
  222:     if ($output_mode eq 'html') {
  223:         $r->print("<h2>".
  224:                   $ENV{'course.'.$ENV{'request.course.id'}.'.description'}.
  225:                   "</h2>\n");
  226:         $r->print("<h3>".localtime(time)."</h3>");
  227:         $r->rflush();
  228:         if ($show eq 'grouped') {
  229:             &output_html_grouped_by_sequence($r);
  230:         } elsif ($show eq 'ungrouped') {
  231:             &output_html_ungrouped($r);
  232:         }
  233:     } elsif ($output_mode eq 'excel') {
  234:         $r->print("<h2>Preparing Excel Spreadsheet</h2>");
  235:         &output_excel($r);
  236:     } elsif ($output_mode eq 'plot') {
  237:         if ($show eq 'deg of diff') {
  238:             &plot_statistics($r,'DoDiff');
  239:         } elsif ($show eq 'per wrong') {
  240:             &plot_statistics($r,'%Wrng');
  241:         }
  242:     } else {
  243:         $r->print("<h1>Not implemented</h1>");
  244:     }
  245:     return;
  246: }
  247: 
  248: ###############################################
  249: ###############################################
  250: 
  251: ###############################################
  252: ###############################################
  253: sub output_html_grouped_by_sequence {
  254:     my ($r) = @_;
  255:     my $problem_num = 0;
  256:     #$r->print(&ProblemStatisticsLegend());
  257:     my @Header = ("Title","Part","#Stdnts","Tries","Mod",
  258:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  259:                   "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
  260:     # #FFFFE6 #EEFFCC #DDFFFF FFDDDD #DDFFDD #FFDDFF
  261:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  262:         my $show_part = 0;
  263:         next if ($sequence->{'num_assess'}<1);
  264:         $r->print("<h3>".$sequence->{'title'}."</h3>");
  265:         $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
  266:         $r->print('<table border="0" cellpadding="3">'."\n");
  267:         $r->print('<tr bgcolor="#FFFFE6"><th>'.
  268:                   join("</th><th>",@Header)."</th></tr>\n");
  269:         foreach my $resource (@{$sequence->{'contents'}}) {
  270:             next if ($resource->{'type'} ne 'assessment');
  271:             foreach my $part (@{$resource->{'parts'}}) {
  272:                 $problem_num++;
  273:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  274:                     $SKEW) = &Apache::loncoursedata::get_problem_statistics
  275:                         (undef,$resource->{'symb'},$part,
  276:                          $ENV{'request.course.id'});
  277:                 #
  278:                 $show_part = 1 if ($part ne '0');
  279:                 $part = '&nbsp;' if ($part == 0);
  280:                 #
  281:                 my $wrongpercent = 0;
  282:                 if (defined($num) && $num > 0) {
  283:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  284:                 }
  285:                 my $option = '';
  286:                 $option .= 'no part' if (! $show_part);
  287:                 $r->print('<tr>'.&statistics_html_table_data
  288:                           ($resource,$part,$num,$tries,$mod,$mean,$Solved,
  289:                            $solved,$wrongpercent,$DegOfDiff,$STD,$SKEW,
  290:                            $option).
  291:                           "</tr>\n");
  292:             }
  293:         }
  294:         $r->print("</table>\n");
  295:         $r->print("</td></tr></table>\n");
  296:         $r->rflush();
  297:     }
  298:     #
  299:     return;
  300: }
  301: 
  302: ###############################################
  303: ###############################################
  304: 
  305: ###############################################
  306: ###############################################
  307: sub output_html_ungrouped {
  308:     my ($r,$option) = @_;
  309:     #
  310:     my $problem_num = 0;
  311:     my $show_container = 0;
  312:     my $show_part = 0;
  313:     #$r->print(&ProblemStatisticsLegend());
  314:     my @Header = ("Title","Part","#Stdnts","Tries","Mod",
  315:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  316:                   "S.D.","Skew");#,"D.F.1st","D.F.2nd");
  317:     #
  318:     my $sortby = undef;
  319:     foreach (@Header) {
  320:         if ($ENV{'form.sortby'} eq $_) {
  321:             $sortby = $_;
  322:         }
  323:     }
  324:     if (! defined($sortby) || $sortby eq '') {
  325:         $sortby = 'Container';
  326:     }
  327:     # If there is more than one sequence, list their titles
  328:     my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
  329:     if (@Sequences > 1) {
  330:         unshift(@Header,"Container");
  331:         $show_container = 1;
  332:     }
  333:     # 
  334:     # If the option for showing the problem number is needed, push that
  335:     # on the list too
  336:     if (defined($option) && $option =~ /show probnum/) {
  337:         unshift(@Header,"P#");
  338:     }
  339:     #
  340:     $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
  341:     $r->rflush();
  342:     #
  343:     # Compile the data
  344:     my @Statsarray;
  345:     foreach my $sequence (@Sequences) {
  346:         next if ($sequence->{'num_assess'}<1);
  347:         foreach my $resource (@{$sequence->{'contents'}}) {
  348:             next if ($resource->{'type'} ne 'assessment');
  349:             foreach my $part (@{$resource->{'parts'}}) {
  350:                 $problem_num++;
  351:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  352:                     $SKEW) = &Apache::loncoursedata::get_problem_statistics
  353:                         (undef,$resource->{'symb'},$part,
  354:                          $ENV{'request.course.id'});
  355:                 #
  356:                 $show_part = 1 if ($part ne '0');
  357:                 $part = '&nbsp;' if ($part == 0);
  358:                 #
  359:                 my $wrongpercent = 0;
  360:                 if (defined($num) && $num > 0) {
  361:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  362:                 }
  363:                 push (@Statsarray,
  364:                       { 'sequence' => $sequence,
  365:                         'resource' => $resource,
  366:                         'Title' => $resource->{'title'},
  367:                         'Part'  => $part,
  368:                         '#Stdnts' => $num,
  369:                         'Tries' => $tries,
  370:                         'Mod' => $mod,
  371:                         'Mean' => $mean,
  372:                         '#YES' => $Solved,
  373:                         '#yes' => $solved,
  374:                         '%Wrng' => $wrongpercent,
  375:                         'DoDiff' => $DegOfDiff,
  376:                         'S.D.' => $STD,
  377:                         'Skew' => $SKEW,
  378:                         'problem_num' => $problem_num,
  379:                       });
  380:             }
  381:         }
  382:     }
  383:     #
  384:     # Table Headers
  385:     $r->print('<table border="0" cellpadding="3">'."\n");
  386:     my $Str = '';
  387:     foreach (@Header) {
  388:         next if ($_ eq 'Part' && !$show_part);
  389:         # Do not allow sorting on some fields
  390:         if ($_ eq $sortby || /^(Part|P\#)$/) {  
  391:             $Str .= '<th>'.$_.'</th>';
  392:         } else {
  393:             $Str .= '<th>'.
  394:      '<a href="javascript:document.Statistics.sortby.value='."'$_'".
  395:          ';document.Statistics.submit();">'.
  396:              $_.'</a></th>';
  397:         }
  398:     }
  399:     $r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
  400:     #
  401:     # Sort the data
  402:     my @OutputOrder;
  403:     if ($sortby eq 'Container') {
  404:         @OutputOrder = @Statsarray;
  405:     } else {
  406:         # $sortby is already defined, so we can charge ahead
  407:         if ($sortby =~ /^(title|part)$/i) {
  408:             # Alpha comparison
  409:             @OutputOrder = sort {
  410:                 lc($a->{$sortby}) cmp lc($b->{$sortby}) ||
  411:                     lc($a->{'Title'}) cmp lc($b->{'Title'}) ||
  412:                         lc($a->{'Part'}) cmp lc($b->{'Part'});
  413:             } @Statsarray;
  414:         } else {
  415:             # Numerical comparison
  416:             @OutputOrder = sort {
  417:                 my $retvalue = 0;
  418:                 if ($b->{$sortby} eq 'nan') {
  419:                     if ($a->{$sortby} ne 'nan') {
  420:                         $retvalue = -1;
  421:                     } else {
  422:                         $retvalue = 0;
  423:                     }
  424:                 }
  425:                 if ($a->{$sortby} eq 'nan') {
  426:                     if ($b->{$sortby} ne 'nan') {
  427:                         $retvalue = 1;
  428:                     }
  429:                 }
  430:                 if ($retvalue eq '0') {
  431:                     $retvalue = $b->{$sortby} <=> $a->{$sortby} ||
  432:                                 lc($a->{'Title'}) <=> lc($b->{'Title'}) ||
  433:                                 lc($a->{'Part'})  <=> lc($b->{'Part'});
  434:                 }
  435:                 $retvalue;
  436:             } @Statsarray;
  437:         }
  438:     }
  439:     $option .= ',no part' if (! $show_part);
  440:     foreach my $row (@OutputOrder) {
  441:         $r->print('<tr>');
  442:         if (defined($option) && $option =~ /show probnum/) {
  443:             $r->print('<td bgcolor="#FFFFE6">'.$row->{'problem_num'}.'</td>');
  444:         }
  445:         if ($show_container) {
  446:             $r->print('<td bgcolor="#FFFFE6">'
  447:                       .$row->{'sequence'}->{'title'}.'</td>');
  448:         }
  449:         $r->print(&statistics_html_table_data
  450:                   ($row->{'resource'},$row->{'Part'},$row->{'#Stdnts'},
  451:                    $row->{'Tries'},$row->{'Mod'},$row->{'Mean'},
  452:                    $row->{'#YES'},$row->{'#yes'},$row->{"\%Wrng"},
  453:                    $row->{'DoDiff'},$row->{'S.D.'},$row->{'Skew'},
  454:                    $option));
  455: 
  456:         $r->print("</tr>\n");
  457:     }
  458:     $r->print("</table>\n");
  459:     $r->print("</td></tr></table>\n");
  460:     $r->rflush();
  461:     #
  462:     return;
  463: }
  464: 
  465: 
  466: ###############################################
  467: ###############################################
  468: 
  469: ###############################################
  470: ###############################################
  471: sub output_excel {
  472:     my ($r) = @_;
  473:     my $filename = '/prtspool/'.
  474:         $ENV{'user.name'}.'_'.$ENV{'user.domain'}.'_'.
  475:             time.'_'.rand(1000000000).'.xls';
  476:     #
  477:     my $excel_workbook = undef;
  478:     my $excel_sheet = undef;
  479:     #
  480:     my $rows_output = 0;
  481:     my $cols_output = 0;
  482:     #
  483:     # Create sheet
  484:     $excel_workbook = Spreadsheet::WriteExcel->new('/home/httpd'.$filename);
  485:     #
  486:     # Check for errors
  487:     if (! defined($excel_workbook)) {
  488:         $r->log_error("Error creating excel spreadsheet $filename: $!");
  489:         $r->print("Problems creating new Excel file.  ".
  490:                   "This error has been logged.  ".
  491:                   "Please alert your LON-CAPA administrator");
  492:         return ;
  493:     }
  494:     #
  495:     # The excel spreadsheet stores temporary data in files, then put them
  496:     # together.  If needed we should be able to disable this (memory only).
  497:     # The temporary directory must be specified before calling 'addworksheet'.
  498:     # File::Temp is used to determine the temporary directory.
  499:     $excel_workbook->set_tempdir($Apache::lonnet::tmpdir);
  500:     #
  501:     # Add a worksheet
  502:     my $sheetname = $ENV{'course.'.$ENV{'request.course.id'}.'.description'};
  503:     if (length($sheetname) > 31) {
  504:         $sheetname = substr($sheetname,0,31);
  505:     }
  506:     $excel_sheet = $excel_workbook->addworksheet($sheetname);
  507:     #
  508:     # Put the course description in the header
  509:     $excel_sheet->write($rows_output,$cols_output++,
  510:                    $ENV{'course.'.$ENV{'request.course.id'}.'.description'});
  511:     $cols_output += 3;
  512:     #
  513:     # Put a description of the sections listed
  514:     my $sectionstring = '';
  515:     my @Sections = @Apache::lonstatistics::SelectedSections;
  516:     if (scalar(@Sections) > 1) {
  517:         if (scalar(@Sections) > 2) {
  518:             my $last = pop(@Sections);
  519:             $sectionstring = "Sections ".join(', ',@Sections).', and '.$last;
  520:         } else {
  521:             $sectionstring = "Sections ".join(' and ',@Sections);
  522:         }
  523:     } else {
  524:         if ($Sections[0] eq 'all') {
  525:             $sectionstring = "All sections";
  526:         } else {
  527:             $sectionstring = "Section ".$Sections[0];
  528:         }
  529:     }
  530:     $excel_sheet->write($rows_output,$cols_output++,$sectionstring);
  531:     $cols_output += scalar(@Sections);
  532:     #
  533:     # Put the date in there too
  534:     $excel_sheet->write($rows_output,$cols_output++,
  535:                         'Compiled on '.localtime(time));
  536:     #
  537:     $rows_output++; 
  538:     $cols_output=0;
  539:     #
  540:     # Add the headers
  541:     my @Header = ("Container","Title","Part","#Stdnts","Tries","Mod",
  542:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  543:                   "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
  544:     foreach (@Header) {
  545:         $excel_sheet->write($rows_output,$cols_output++,$_);
  546:     }
  547:     $rows_output++;
  548:     #
  549:     # Write the data
  550:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  551:         next if ($sequence->{'num_assess'}<1);
  552:         foreach my $resource (@{$sequence->{'contents'}}) {
  553:             next if ($resource->{'type'} ne 'assessment');
  554:             foreach my $part (@{$resource->{'parts'}}) {
  555:                 $cols_output=0;
  556:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  557:                     $SKEW) = &Apache::loncoursedata::get_problem_statistics
  558:                         (undef,$resource->{'symb'},$part,
  559:                          $ENV{'request.course.id'});
  560:                 #
  561:                 if (!defined($part) || $part eq '') {
  562:                     $part = ' ';
  563:                 }
  564:                 my $wrongpercent = 0;
  565:                 if (defined($num) && $num > 0) {
  566:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  567:                 }
  568:                 foreach ($sequence->{'title'},$resource->{'title'},$part,
  569:                          $num,$tries,$mod,$mean,$Solved,$solved,$wrongpercent,
  570:                          $DegOfDiff,$STD,$SKEW) {
  571:                     $excel_sheet->write($rows_output,$cols_output++,$_);
  572:                 }
  573:                 $rows_output++;
  574:             }
  575:         }
  576:     }
  577:     #
  578:     # Write the excel file
  579:     $excel_workbook->close();
  580:     # Tell the user where to get their excel file
  581:     $r->print('<br />'.
  582:               '<a href="'.$filename.'">Your Excel spreadsheet.</a>'."\n");
  583:     $r->rflush();
  584:     return;
  585: }
  586: 
  587: ###############################################
  588: ###############################################
  589: 
  590: ###############################################
  591: ###############################################
  592: sub statistics_html_table_data {
  593:     my ($resource,$part,$num,$tries,$mod,$mean,$Solved,$solved,$wrongpercent,
  594:         $DegOfDiff,$STD,$SKEW,$options) = @_;
  595:     my $row = '';
  596:     $row .= '<td bgcolor="#FFFFE6">'.
  597:         '<a href="'.$resource->{'src'}.'" target="_blank" >'.
  598:             $resource->{'title'}.'</a>'.
  599:                 '</td>';
  600:     $row .= '<td bgcolor="#FFFFE6">'.$part.'</td>' if ($options !~ /no part/);
  601:     foreach ($num,$tries) {
  602:         $row .= '<td bgcolor="#EEFFCC" align="right">'.$_.'</td>';
  603:     }
  604:     foreach ($mod,$mean) {
  605:         $row .= '<td bgcolor="#DDFFFF" align="right">'.
  606:                   sprintf("%5.2f",$_).'</td>';
  607:     }
  608:     foreach ($Solved,$solved) {
  609:         $row .= '<td bgcolor="#DDFFFF" align="right">'.$_.'</td>';
  610:     }
  611:     foreach ($wrongpercent) {
  612:         $row .= '<td bgcolor="#DDFFFF" align="right">'.
  613:                   sprintf("%5.1f",$_).'</td>';
  614:     }
  615:     foreach ($DegOfDiff,$STD,$SKEW) {
  616:         $row .= '<td bgcolor="#FFDDDD" align="right">'.
  617:                   sprintf("%5.2f",$_).'</td>';
  618:     }
  619:     return $row;
  620: }
  621: 
  622: ###############################################
  623: ###############################################
  624: sub plot_statistics {
  625:     my ($r,$datafield) = @_;
  626:     my @Data;
  627:     #
  628:     my %Fields = ('#Stdnts'=> 0,
  629:                   'Tries'  => 1,
  630:                   'Mod'    => 2,
  631:                   'Mean'   => 3,
  632:                   '#YES'   => 4,
  633:                   '#yes'   => 5,
  634:                   '%Wrng'  => 9,
  635:                   'DoDiff' => 6,
  636:                   'S.D.'   => 7,
  637:                   'Skew'   => 8,);
  638:     #
  639:     my $field = '%Wrng';
  640:     foreach (keys(%Fields)) {
  641:         $field = $_ if ($datafield eq $_);
  642:     }
  643:     my $fieldindex = $Fields{$field};
  644:     #
  645:     my $Max = 0;
  646:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  647:         next if ($sequence->{'num_assess'}<1);
  648:         foreach my $resource (@{$sequence->{'contents'}}) {
  649:             next if ($resource->{'type'} ne 'assessment');
  650:             foreach my $part (@{$resource->{'parts'}}) {
  651:                 my @Results = &Apache::loncoursedata::get_problem_statistics
  652:                         (undef,$resource->{'symb'},$part,
  653:                          $ENV{'request.course.id'});
  654:                 my ($num,$Solved,$solved) = @Results[0,4,5];
  655:                 my $wrongpercent = 0;
  656:                 if (defined($num) && $num > 0) {
  657:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  658:                 }
  659:                 push (@Results,$wrongpercent);
  660:                 my $data = $Results[$fieldindex];
  661:                 $data = 0 if ($data eq 'nan');
  662:                 $Max = $data if ($Max<$data);
  663:                 push (@Data,$data);
  664:             }
  665:         }
  666:     }
  667:     #
  668:     # Print out plot request
  669:     my $title = 'Percent Wrong';
  670:     if ($field eq 'DoDiff') {
  671:         $title = 'Degree of Difficulty';
  672:     }
  673:     my $yaxis = 'Percent';
  674:     if ($field eq 'DoDiff') {
  675:         $yaxis = '';
  676:     } elsif ($field ne '%Wrng') {
  677:         $yaxis = '';
  678:     }
  679:     #
  680:     # Determine appropriate value for $Max
  681:     if ($field eq 'DoDiff') {
  682:         if ($Max > 0.5) {
  683:             $Max = 1;
  684:         } elsif ($Max > 0.2) {
  685:             $Max = 0.5;
  686:         } elsif ($Max > 0.1) {
  687:             $Max = 0.2;
  688:         }
  689:     } elsif ($field eq '%Wrng') {
  690:         if ($Max > 50) {
  691:             $Max = 100;
  692:         } elsif ($Max > 25) {
  693:             $Max = 50;
  694:         } elsif ($Max > 20) {
  695:             $Max = 25;
  696:         } elsif ($Max > 10) {
  697:             $Max = 20;
  698:         } elsif ($Max > 5) {
  699:             $Max = 10;
  700:         } else {
  701:             $Max = 5;
  702:         }
  703:     }
  704:     
  705:     $r->print("<p>".&DrawGraph(\@Data,$title,'Problem Number',$yaxis,
  706:                                $Max)."</p>\n");
  707:     #
  708:     # Print out the data
  709:     $ENV{'form.sortby'} = 'Contents';
  710:     &output_html_ungrouped($r,'show probnum');
  711:     return;
  712: }
  713: 
  714: ###############################################
  715: ###############################################
  716: 
  717: ###############################################
  718: ###############################################
  719: sub DrawGraph {
  720:     my ($values,$title,$xaxis,$yaxis,$Max)=@_;
  721:     $title = '' if (! defined($title));    
  722:     $xaxis = '' if (! defined($xaxis));
  723:     $yaxis = '' if (! defined($yaxis));
  724:     #
  725:     my $sendValues = join(',', @$values);
  726:     my $sendCount = scalar(@$values);
  727:     if ( $Max > 1 ) {
  728: 	if ($Max % 10) {
  729:             if ( int($Max) < $Max ) {
  730: 	    	$Max++;
  731: 		$Max = int($Max);
  732: 	    }
  733: 	}
  734:     } else { 
  735:         $Max = 1; 
  736:     }
  737:     my @GData = ($title,$xaxis,$yaxis,$Max,$sendCount,$sendValues);
  738:     return '<IMG src="/cgi-bin/graph.png?'.
  739:         (join('&', @GData)).'" border="1" />';
  740: }
  741: 
  742: ###############################################
  743: ###############################################
  744: 
  745: ###############################################
  746: ###############################################
  747: sub ProblemStatisticsLegend {
  748:     my $Ptr = '';
  749:     $Ptr = '<table border="0">';
  750:     $Ptr .= '<tr><td>';
  751:     $Ptr .= '<b>#Stdnts</b></td>';
  752:     $Ptr .= '<td>Total number of students attempted the problem.';
  753:     $Ptr .= '</td></tr><tr><td>';
  754:     $Ptr .= '<b>Tries</b></td>';
  755:     $Ptr .= '<td>Total number of tries for solving the problem.';
  756:     $Ptr .= '</td></tr><tr><td>';
  757:     $Ptr .= '<b>Mod</b></td>';
  758:     $Ptr .= '<td>Largest number of tries for solving the problem by a student.';
  759:     $Ptr .= '</td></tr><tr><td>';
  760:     $Ptr .= '<b>Mean</b></td>';
  761:     $Ptr .= '<td>Average number of tries. [ Tries / #Stdnts ]';
  762:     $Ptr .= '</td></tr><tr><td>';
  763:     $Ptr .= '<b>#YES</b></td>';
  764:     $Ptr .= '<td>Number of students solved the problem correctly.';
  765:     $Ptr .= '</td></tr><tr><td>';
  766:     $Ptr .= '<b>#yes</b></td>';
  767:     $Ptr .= '<td>Number of students solved the problem by override.';
  768:     $Ptr .= '</td></tr><tr><td>';
  769:     $Ptr .= '<b>%Wrong</b></td>';
  770:     $Ptr .= '<td>Percentage of students who tried to solve the problem ';
  771:     $Ptr .= 'but is still incorrect. [ 100*((#Stdnts-(#YES+#yes))/#Stdnts) ]';
  772:     $Ptr .= '</td></tr><tr><td>';
  773:     $Ptr .= '<b>DoDiff</b></td>';
  774:     $Ptr .= '<td>Degree of Difficulty of the problem.  ';
  775:     $Ptr .= '[ 1 - ((#YES+#yes) / Tries) ]';
  776:     $Ptr .= '</td></tr><tr><td>';
  777:     $Ptr .= '<b>S.D.</b></td>';
  778:     $Ptr .= '<td>Standard Deviation of the tries.  ';
  779:     $Ptr .= '[ sqrt(sum((Xi - Mean)^2)) / (#Stdnts-1) ';
  780:     $Ptr .= 'where Xi denotes every student\'s tries ]';
  781:     $Ptr .= '</td></tr><tr><td>';
  782:     $Ptr .= '<b>Skew.</b></td>';
  783:     $Ptr .= '<td>Skewness of the students tries.';
  784:     $Ptr .= '[(sqrt( sum((Xi - Mean)^3) / #Stdnts)) / (S.D.^3)]';
  785:     $Ptr .= '</td></tr><tr><td>';
  786:     $Ptr .= '<b>Dis.F.</b></td>';
  787:     $Ptr .= '<td>Discrimination Factor: A Standard for evaluating the ';
  788:     $Ptr .= 'problem according to a Criterion<br>';
  789:     $Ptr .= '<b>[Criterion to group students into %27 Upper Students - ';
  790:     $Ptr .= 'and %27 Lower Students]</b><br>';
  791:     $Ptr .= '<b>1st Criterion</b> for Sorting the Students: ';
  792:     $Ptr .= '<b>Sum of Partial Credit Awarded / Total Number of Tries</b><br>';
  793:     $Ptr .= '<b>2nd Criterion</b> for Sorting the Students: ';
  794:     $Ptr .= '<b>Total number of Correct Answers / Total Number of Tries</b>';
  795:     $Ptr .= '</td></tr>';
  796:     $Ptr .= '<tr><td><b>Disc.</b></td>';
  797:     $Ptr .= '<td>Number of Students had at least one discussion.';
  798:     $Ptr .= '</td></tr></table>';
  799:     return $Ptr;
  800: }
  801: 
  802: #---- END Problem Statistics Web Page ----------------------------------------
  803: 
  804: 1;
  805: __END__

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