File:  [LON-CAPA] / loncom / interface / statistics / lonproblemstatistics.pm
Revision 1.48: download - view: text, annotated - select for diffs
Fri Mar 28 15:20:59 2003 UTC (21 years, 4 months ago) by matthew
Branches: MAIN
CVS tags: HEAD
Implemented wrapper for &Apache::loncoursedata::get_problem_statistics to
deal with the situation where 'any' section is selected for statistics
generation.

    1: # The LearningOnline Network with CAPA
    2: #
    3: # $Id: lonproblemstatistics.pm,v 1.48 2003/03/28 15:20:59 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: 
   32: =pod
   33: 
   34: =head1 NAME
   35: 
   36: lonproblemstatistics
   37: 
   38: =head1 SYNOPSIS
   39: 
   40: Routines to present problem statistics to instructors via tables,
   41: Excel files, and plots.
   42: 
   43: =over 4
   44: 
   45: =cut
   46: 
   47: ###############################################
   48: ###############################################
   49: 
   50: package Apache::lonproblemstatistics;
   51: 
   52: use strict;
   53: use Apache::lonnet();
   54: use Apache::lonhtmlcommon;
   55: use Apache::loncoursedata;
   56: use Apache::lonstatistics;
   57: use Spreadsheet::WriteExcel;
   58: 
   59: ###############################################
   60: ###############################################
   61: 
   62: =pod 
   63: 
   64: =item &CreateInterface()
   65: 
   66: Create the main intereface for the statistics page.  Allows the user to
   67: select sections, maps, and output.
   68: 
   69: =cut
   70: 
   71: ###############################################
   72: ###############################################
   73: sub CreateInterface {
   74:     my $Str = '';
   75:     $Str .= '<table cellspacing="5">'."\n";
   76:     $Str .= '<tr>';
   77:     $Str .= '<td align="center"><b>Sections</b></td>';
   78:     $Str .= '<td align="center"><b>Sequences and Folders</b></td>';
   79:     $Str .= '<td align="center"><b>Output</b></td>';
   80:     $Str .= '</tr>'."\n";
   81:     #
   82:     $Str .= '<tr><td align="center">'."\n";
   83:     $Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
   84:     $Str .= '</td><td align="center">';
   85:     #
   86:     my $only_seq_with_assessments = sub { 
   87:         my $s=shift;
   88:         if ($s->{'num_assess'} < 1) { 
   89:             return 0;
   90:         } else { 
   91:             return 1;
   92:         }
   93:     };
   94:     $Str .= &Apache::lonstatistics::MapSelect('Maps','multiple,all',5,
   95:                                               $only_seq_with_assessments);
   96:     $Str .= '</td><td>'."\n";
   97:     $Str .= &CreateAndParseOutputSelector();
   98:     $Str .= '</td></tr>'."\n";
   99:     $Str .= '</table>'."\n";
  100:     return $Str;
  101: }
  102: 
  103: #######################################################
  104: #######################################################
  105: 
  106: =pod
  107: 
  108: =item &CreateAndParseOutputSelector()
  109: 
  110: Construct a selection list of options for output and parse output selections.
  111: The current output selected is indicated by the values of the two package
  112: variables $output_mode and $show.  @OutputOptions holds the descriptions of
  113: the output options and the values for $output_mode and $show.
  114: 
  115:  Based on code from lonstudentassessment.pm.
  116: 
  117: =cut
  118: 
  119: #######################################################
  120: #######################################################
  121: my $output_mode;
  122: my $show;
  123: 
  124: my @OutputOptions = 
  125:     (
  126:      { name  => 'problem statistics grouped by sequence',
  127:        value => 'HTML problem statistics grouped',
  128:        description => 'Output statistics for the problem parts.',
  129:        mode => 'html',
  130:        show => 'grouped',
  131:      },
  132:      { name  => 'problem statistics ungrouped',
  133:        value => 'HTML problem statistics ungrouped',
  134:        description => 'Output statistics for the problem parts.',
  135:        mode => 'html',
  136:        show => 'ungrouped',
  137:      },
  138:      { name  => 'problem statistics, Excel',
  139:        value => 'Excel problem statistics',
  140:        description => 'Output statistics for the problem parts '.
  141:            'in an Excel workbook',
  142:        mode => 'excel',
  143:        show => 'all',
  144:      },
  145:      { name  => 'Degree of Difficulty Plot',
  146:        value => 'plot deg diff',
  147:        description => 'Generate a plot of the degree of difficulty of each '.
  148:            'problem part.',
  149:        mode => 'plot',
  150:        show => 'deg of diff',
  151:      },
  152:      { name  => 'Percent Wrong Plot',
  153:        value => 'plot per wrong',
  154:        description => 'Generate a plot showing the percent of students who '.
  155:            'were unable to complete each problem part',
  156:        mode => 'plot',
  157:        show => 'per wrong',
  158:      },
  159:      );
  160: 
  161: sub OutputDescriptions {
  162:     my $Str = '';
  163:     $Str .= "<h2>Output Modes</h2>\n";
  164:     $Str .= "<dl>\n";
  165:     foreach my $outputmode (@OutputOptions) {
  166: 	$Str .="    <dt>".$outputmode->{'name'}."</dt>\n";
  167: 	$Str .="        <dd>".$outputmode->{'description'}."</dd>\n";
  168:     }
  169:     $Str .= "</dl>\n";
  170:     return $Str;
  171: }
  172: 
  173: sub CreateAndParseOutputSelector {
  174:     my $Str = '';
  175:     my $elementname = 'statsoutputmode';
  176:     #
  177:     # Format for output options is 'mode, restrictions';
  178:     my $selected = 'HTML problem statistics grouped';
  179:     if (exists($ENV{'form.'.$elementname})) {
  180:         if (ref($ENV{'form.'.$elementname} eq 'ARRAY')) {
  181:             $selected = $ENV{'form.'.$elementname}->[0];
  182:         } else {
  183:             $selected = $ENV{'form.'.$elementname};
  184:         }
  185:     }
  186:     #
  187:     # Set package variables describing output mode
  188:     $output_mode = 'html';
  189:     $show        = 'all';
  190:     foreach my $option (@OutputOptions) {
  191:         next if ($option->{'value'} ne $selected);
  192:         $output_mode = $option->{'mode'};
  193:         $show        = $option->{'show'};
  194:     }
  195:     #
  196:     # Build the form element
  197:     $Str = qq/<select size="5" name="$elementname">/;
  198:     foreach my $option (@OutputOptions) {
  199:         $Str .= "\n".'    <option value="'.$option->{'value'}.'"';
  200:         $Str .= " selected " if ($option->{'value'} eq $selected);
  201:         $Str .= ">".$option->{'name'}."<\/option>";
  202:     }
  203:     $Str .= "\n</select>";
  204:     return $Str;
  205: }
  206: 
  207: ###############################################
  208: ###############################################
  209: 
  210: =pod 
  211: 
  212: =item &Gather_Student_Data()
  213: 
  214: Ensures all student data is up to date.
  215: 
  216: =cut
  217: 
  218: ###############################################
  219: ###############################################
  220: sub Gather_Student_Data {
  221:     my ($r) = @_;
  222:     my $c = $r->connection();
  223:     #
  224:     my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
  225:     #
  226:     my @Students = @Apache::lonstatistics::Students;
  227:     #
  228:     # Open the progress window
  229:     my %prog_state=&Apache::lonhtmlcommon::Create_PrgWin
  230:         ($r,'Statistics Compilation Status',
  231:          'Statistics Compilation Progress', scalar(@Students));
  232:     #
  233:     while (my $student = shift @Students) {
  234:         return if ($c->aborted());
  235:         my ($status,undef) = &Apache::loncoursedata::ensure_current_data
  236:             ($student->{'username'},$student->{'domain'},
  237:              $ENV{'request.course.id'});
  238:         &Apache::lonhtmlcommon::Increment_PrgWin($r,\%prog_state,
  239:                                                  'last student');
  240:     }
  241:     &Apache::lonhtmlcommon::Close_PrgWin($r,\%prog_state);
  242:     $r->rflush();
  243: }
  244: 
  245: ###############################################
  246: ###############################################
  247: 
  248: =pod 
  249: 
  250: =item &BuildProblemStatisticsPage()
  251: 
  252: Main interface to problem statistics.
  253: 
  254: =cut
  255: 
  256: ###############################################
  257: ###############################################
  258: sub BuildProblemStatisticsPage {
  259:     my ($r,$c)=@_;
  260:     #
  261:     $output_mode = 'html';
  262:     $show = 'grouped';
  263:     #
  264:     $r->print(&CreateInterface());
  265:     $r->print('<input type="hidden" name="statsfirstcall" value="no" />');
  266:     $r->print('<input type="hidden" name="sortby" value="'.$ENV{'form.sortby'}.
  267:               '" />');
  268:     if (! exists($ENV{'form.statsfirstcall'})) {
  269:         $r->print(<<ENDMSG);
  270: <p>
  271: <font size="+1">
  272: Please make your selections in the boxes above and hit 
  273: the button marked &quot;Update&nbsp;Display&quot;.
  274: </font>
  275: </p>
  276: ENDMSG
  277:         return;
  278:     }
  279:     #
  280:     &Gather_Student_Data($r);
  281:     #
  282:     #
  283:     if ($output_mode eq 'html') {
  284:         $r->print("<h2>".
  285:                   $ENV{'course.'.$ENV{'request.course.id'}.'.description'}.
  286:                   "</h2>\n");
  287:         $r->print("<h3>".localtime(time)."</h3>");
  288:         $r->rflush();
  289:         if ($show eq 'grouped') {
  290:             &output_html_grouped_by_sequence($r);
  291:         } elsif ($show eq 'ungrouped') {
  292:             &output_html_ungrouped($r);
  293:         }
  294:     } elsif ($output_mode eq 'excel') {
  295:         $r->print("<h2>Preparing Excel Spreadsheet</h2>");
  296:         &output_excel($r);
  297:     } elsif ($output_mode eq 'plot') {
  298:         if ($show eq 'deg of diff') {
  299:             &plot_statistics($r,'DoDiff');
  300:         } elsif ($show eq 'per wrong') {
  301:             &plot_statistics($r,'%Wrng');
  302:         }
  303:     } else {
  304:         $r->print("<h1>Not implemented</h1>");
  305:     }
  306:     return;
  307: }
  308: 
  309: ###############################################
  310: ###############################################
  311: 
  312: =pod 
  313: 
  314: =item &output_html_grouped_by_sequence()
  315: 
  316: Presents the statistics data as an html table organized by the order
  317: the assessments appear in the course.
  318: 
  319: =cut
  320: 
  321: ###############################################
  322: ###############################################
  323: sub output_html_grouped_by_sequence {
  324:     my ($r) = @_;
  325:     my $problem_num = 0;
  326:     #$r->print(&ProblemStatisticsLegend());
  327:     my @Header = ("Title","Part","#Stdnts","Tries","Mod",
  328:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  329:                   "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
  330:     # #FFFFE6 #EEFFCC #DDFFFF FFDDDD #DDFFDD #FFDDFF
  331:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  332:         next if ($sequence->{'num_assess'}<1);
  333:         $r->print("<h3>".$sequence->{'title'}."</h3>");
  334:         $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
  335:         $r->print('<table border="0" cellpadding="3">'."\n");
  336:         $r->print('<tr bgcolor="#FFFFE6"><th>'.
  337:                   join("</th><th>",@Header)."</th></tr>\n");
  338:         foreach my $resource (@{$sequence->{'contents'}}) {
  339:             next if ($resource->{'type'} ne 'assessment');
  340:             foreach my $part (@{$resource->{'parts'}}) {
  341:                 $problem_num++;
  342:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  343:                     $SKEW) = &get_statistics($resource->{'symb'},$part);
  344:                 #
  345:                 $part = '&nbsp;' if ($part == 0);
  346:                 #
  347:                 my $wrongpercent = 0;
  348:                 if (defined($num) && $num > 0) {
  349:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  350:                 }
  351:                 my $option = '';
  352:                 $r->print('<tr>'.&statistics_html_table_data
  353:                           ($resource,$part,$num,$tries,$mod,$mean,$Solved,
  354:                            $solved,$wrongpercent,$DegOfDiff,$STD,$SKEW,
  355:                            $option).
  356:                           "</tr>\n");
  357:             }
  358:         }
  359:         $r->print("</table>\n");
  360:         $r->print("</td></tr></table>\n");
  361:         $r->rflush();
  362:     }
  363:     #
  364:     return;
  365: }
  366: 
  367: ###############################################
  368: ###############################################
  369: 
  370: =pod 
  371: 
  372: =item &output_html_ungrouped()
  373: 
  374: Presents the statistics data in a single html table which can be sorted by
  375: different columns.
  376: 
  377: =cut
  378: 
  379: ###############################################
  380: ###############################################
  381: sub output_html_ungrouped {
  382:     my ($r,$option) = @_;
  383:     #
  384:     my $problem_num = 0;
  385:     my $show_container = 0;
  386:     my $show_part = 0;
  387:     #$r->print(&ProblemStatisticsLegend());
  388:     my @Header = ("Title","Part","#Stdnts","Tries","Mod",
  389:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  390:                   "S.D.","Skew");#,"D.F.1st","D.F.2nd");
  391:     #
  392:     my $sortby = undef;
  393:     foreach (@Header) {
  394:         if ($ENV{'form.sortby'} eq $_) {
  395:             $sortby = $_;
  396:         }
  397:     }
  398:     if (! defined($sortby) || $sortby eq '') {
  399:         $sortby = 'Container';
  400:     }
  401:     # If there is more than one sequence, list their titles
  402:     my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
  403:     if (@Sequences > 1) {
  404:         unshift(@Header,"Container");
  405:         $show_container = 1;
  406:     }
  407:     # 
  408:     # If the option for showing the problem number is needed, push that
  409:     # on the list too
  410:     if (defined($option) && $option =~ /show probnum/) {
  411:         unshift(@Header,"P#");
  412:     }
  413:     #
  414:     $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
  415:     $r->rflush();
  416:     #
  417:     # Compile the data
  418:     my @Statsarray;
  419:     foreach my $sequence (@Sequences) {
  420:         next if ($sequence->{'num_assess'}<1);
  421:         foreach my $resource (@{$sequence->{'contents'}}) {
  422:             next if ($resource->{'type'} ne 'assessment');
  423:             foreach my $part (@{$resource->{'parts'}}) {
  424:                 $problem_num++;
  425:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  426:                     $SKEW) = &get_statistics($resource->{'symb'},$part);
  427:                 #
  428:                 $show_part = 1 if ($part ne '0');
  429:                 $part = '&nbsp;' if ($part == 0);
  430:                 #
  431:                 my $wrongpercent = 0;
  432:                 if (defined($num) && $num > 0) {
  433:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  434:                 }
  435:                 push (@Statsarray,
  436:                       { 'sequence' => $sequence,
  437:                         'resource' => $resource,
  438:                         'Title' => $resource->{'title'},
  439:                         'Part'  => $part,
  440:                         '#Stdnts' => $num,
  441:                         'Tries' => $tries,
  442:                         'Mod' => $mod,
  443:                         'Mean' => $mean,
  444:                         '#YES' => $Solved,
  445:                         '#yes' => $solved,
  446:                         '%Wrng' => $wrongpercent,
  447:                         'DoDiff' => $DegOfDiff,
  448:                         'S.D.' => $STD,
  449:                         'Skew' => $SKEW,
  450:                         'problem_num' => $problem_num,
  451:                       });
  452:             }
  453:         }
  454:     }
  455:     #
  456:     # Table Headers
  457:     $r->print('<table border="0" cellpadding="3">'."\n");
  458:     my $Str = '';
  459:     foreach (@Header) {
  460:         next if ($_ eq 'Part' && !$show_part);
  461:         # Do not allow sorting on some fields
  462:         if ($_ eq $sortby || /^(Part|P\#)$/) {  
  463:             $Str .= '<th>'.$_.'</th>';
  464:         } else {
  465:             $Str .= '<th>'.
  466:      '<a href="javascript:document.Statistics.sortby.value='."'$_'".
  467:          ';document.Statistics.submit();">'.
  468:              $_.'</a></th>';
  469:         }
  470:     }
  471:     $r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
  472:     #
  473:     # Sort the data
  474:     my @OutputOrder;
  475:     if ($sortby eq 'Container') {
  476:         @OutputOrder = @Statsarray;
  477:     } else {
  478:         # $sortby is already defined, so we can charge ahead
  479:         if ($sortby =~ /^(title|part)$/i) {
  480:             # Alpha comparison
  481:             @OutputOrder = sort {
  482:                 lc($a->{$sortby}) cmp lc($b->{$sortby}) ||
  483:                     lc($a->{'Title'}) cmp lc($b->{'Title'}) ||
  484:                         lc($a->{'Part'}) cmp lc($b->{'Part'});
  485:             } @Statsarray;
  486:         } else {
  487:             # Numerical comparison
  488:             @OutputOrder = sort {
  489:                 my $retvalue = 0;
  490:                 if ($b->{$sortby} eq 'nan') {
  491:                     if ($a->{$sortby} ne 'nan') {
  492:                         $retvalue = -1;
  493:                     } else {
  494:                         $retvalue = 0;
  495:                     }
  496:                 }
  497:                 if ($a->{$sortby} eq 'nan') {
  498:                     if ($b->{$sortby} ne 'nan') {
  499:                         $retvalue = 1;
  500:                     }
  501:                 }
  502:                 if ($retvalue eq '0') {
  503:                     $retvalue = $b->{$sortby} <=> $a->{$sortby} ||
  504:                                 lc($a->{'Title'}) <=> lc($b->{'Title'}) ||
  505:                                 lc($a->{'Part'})  <=> lc($b->{'Part'});
  506:                 }
  507:                 $retvalue;
  508:             } @Statsarray;
  509:         }
  510:     }
  511:     $option .= ',no part' if (! $show_part);
  512:     foreach my $row (@OutputOrder) {
  513:         $r->print('<tr>');
  514:         if (defined($option) && $option =~ /show probnum/) {
  515:             $r->print('<td bgcolor="#FFFFE6">'.$row->{'problem_num'}.'</td>');
  516:         }
  517:         if ($show_container) {
  518:             $r->print('<td bgcolor="#FFFFE6">'
  519:                       .$row->{'sequence'}->{'title'}.'</td>');
  520:         }
  521:         $r->print(&statistics_html_table_data
  522:                   ($row->{'resource'},$row->{'Part'},$row->{'#Stdnts'},
  523:                    $row->{'Tries'},$row->{'Mod'},$row->{'Mean'},
  524:                    $row->{'#YES'},$row->{'#yes'},$row->{"\%Wrng"},
  525:                    $row->{'DoDiff'},$row->{'S.D.'},$row->{'Skew'},
  526:                    $option));
  527:         $r->print("</tr>\n");
  528:     }
  529:     $r->print("</table>\n");
  530:     $r->print("</td></tr></table>\n");
  531:     $r->rflush();
  532:     #
  533:     return;
  534: }
  535: 
  536: ###############################################
  537: ###############################################
  538: 
  539: =pod 
  540: 
  541: =item &output_excel()
  542: 
  543: Presents the statistical data in an Excel 95 compatable spreadsheet file.
  544: 
  545: =cut
  546: 
  547: ###############################################
  548: ###############################################
  549: sub output_excel {
  550:     my ($r) = @_;
  551:     my $filename = '/prtspool/'.
  552:         $ENV{'user.name'}.'_'.$ENV{'user.domain'}.'_'.
  553:             time.'_'.rand(1000000000).'.xls';
  554:     #
  555:     my $excel_workbook = undef;
  556:     my $excel_sheet = undef;
  557:     #
  558:     my $rows_output = 0;
  559:     my $cols_output = 0;
  560:     #
  561:     # Create sheet
  562:     $excel_workbook = Spreadsheet::WriteExcel->new('/home/httpd'.$filename);
  563:     #
  564:     # Check for errors
  565:     if (! defined($excel_workbook)) {
  566:         $r->log_error("Error creating excel spreadsheet $filename: $!");
  567:         $r->print("Problems creating new Excel file.  ".
  568:                   "This error has been logged.  ".
  569:                   "Please alert your LON-CAPA administrator");
  570:         return ;
  571:     }
  572:     #
  573:     # The excel spreadsheet stores temporary data in files, then put them
  574:     # together.  If needed we should be able to disable this (memory only).
  575:     # The temporary directory must be specified before calling 'addworksheet'.
  576:     # File::Temp is used to determine the temporary directory.
  577:     $excel_workbook->set_tempdir($Apache::lonnet::tmpdir);
  578:     #
  579:     # Add a worksheet
  580:     my $sheetname = $ENV{'course.'.$ENV{'request.course.id'}.'.description'};
  581:     if (length($sheetname) > 31) {
  582:         $sheetname = substr($sheetname,0,31);
  583:     }
  584:     $excel_sheet = $excel_workbook->addworksheet($sheetname);
  585:     #
  586:     # Put the course description in the header
  587:     $excel_sheet->write($rows_output,$cols_output++,
  588:                    $ENV{'course.'.$ENV{'request.course.id'}.'.description'});
  589:     $cols_output += 3;
  590:     #
  591:     # Put a description of the sections listed
  592:     my $sectionstring = '';
  593:     my @Sections = @Apache::lonstatistics::SelectedSections;
  594:     if (scalar(@Sections) > 1) {
  595:         if (scalar(@Sections) > 2) {
  596:             my $last = pop(@Sections);
  597:             $sectionstring = "Sections ".join(', ',@Sections).', and '.$last;
  598:         } else {
  599:             $sectionstring = "Sections ".join(' and ',@Sections);
  600:         }
  601:     } else {
  602:         if ($Sections[0] eq 'all') {
  603:             $sectionstring = "All sections";
  604:         } else {
  605:             $sectionstring = "Section ".$Sections[0];
  606:         }
  607:     }
  608:     $excel_sheet->write($rows_output,$cols_output++,$sectionstring);
  609:     $cols_output += scalar(@Sections);
  610:     #
  611:     # Put the date in there too
  612:     $excel_sheet->write($rows_output,$cols_output++,
  613:                         'Compiled on '.localtime(time));
  614:     #
  615:     $rows_output++; 
  616:     $cols_output=0;
  617:     #
  618:     # Add the headers
  619:     my @Header = ("Container","Title","Part","#Stdnts","Tries","Mod",
  620:                   "Mean","#YES","#yes","%Wrng","DoDiff",
  621:                   "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
  622:     foreach (@Header) {
  623:         $excel_sheet->write($rows_output,$cols_output++,$_);
  624:     }
  625:     $rows_output++;
  626:     #
  627:     # Write the data
  628:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  629:         next if ($sequence->{'num_assess'}<1);
  630:         foreach my $resource (@{$sequence->{'contents'}}) {
  631:             next if ($resource->{'type'} ne 'assessment');
  632:             foreach my $part (@{$resource->{'parts'}}) {
  633:                 $cols_output=0;
  634:                 my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
  635:                     $SKEW) = &get_statistics($resource->{'symb'},$part);
  636:                 #
  637:                 if (!defined($part) || $part eq '') {
  638:                     $part = ' ';
  639:                 }
  640:                 my $wrongpercent = 0;
  641:                 if (defined($num) && $num > 0) {
  642:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  643:                 }
  644:                 foreach ($sequence->{'title'},$resource->{'title'},$part,
  645:                          $num,$tries,$mod,$mean,$Solved,$solved,$wrongpercent,
  646:                          $DegOfDiff,$STD,$SKEW) {
  647:                     $excel_sheet->write($rows_output,$cols_output++,$_);
  648:                 }
  649:                 $rows_output++;
  650:             }
  651:         }
  652:     }
  653:     #
  654:     # Write the excel file
  655:     $excel_workbook->close();
  656:     # Tell the user where to get their excel file
  657:     $r->print('<br />'.
  658:               '<a href="'.$filename.'">Your Excel spreadsheet.</a>'."\n");
  659:     $r->rflush();
  660:     return;
  661: }
  662: 
  663: ###############################################
  664: ###############################################
  665: 
  666: =pod 
  667: 
  668: =item &statistics_html_table_data()
  669: 
  670: Help function used to format the rows for HTML table output.
  671: 
  672: =cut
  673: 
  674: ###############################################
  675: ###############################################
  676: sub statistics_html_table_data {
  677:     my ($resource,$part,$num,$tries,$mod,$mean,$Solved,$solved,$wrongpercent,
  678:         $DegOfDiff,$STD,$SKEW,$options) = @_;
  679:     my $row = '';
  680:     $row .= '<td bgcolor="#FFFFE6">'.
  681:         '<a href="'.$resource->{'src'}.'" target="_blank" >'.
  682:             $resource->{'title'}.'</a>'.
  683:                 '</td>';
  684:     $row .= '<td bgcolor="#FFFFE6">'.$part.'</td>' if ($options !~ /no part/);
  685:     foreach ($num,$tries) {
  686:         $row .= '<td bgcolor="#EEFFCC" align="right">'.$_.'</td>';
  687:     }
  688:     foreach ($mod) {
  689:         $row .= '<td bgcolor="#DDFFFF" align="right">'.$_.'</td>';
  690:     }
  691:     foreach ($mean) {
  692:         $row .= '<td bgcolor="#DDFFFF" align="right">'.
  693:                   sprintf("%5.2f",$_).'</td>';
  694:     }
  695:     foreach ($Solved,$solved) {
  696:         $row .= '<td bgcolor="#DDFFFF" align="right">'.$_.'</td>';
  697:     }
  698:     foreach ($wrongpercent) {
  699:         $row .= '<td bgcolor="#DDFFFF" align="right">'.
  700:                   sprintf("%5.1f",$_).'</td>';
  701:     }
  702:     foreach ($DegOfDiff,$STD,$SKEW) {
  703:         $row .= '<td bgcolor="#FFDDDD" align="right">'.
  704:                   sprintf("%5.2f",$_).'</td>';
  705:     }
  706:     return $row;
  707: }
  708: 
  709: ###############################################
  710: ###############################################
  711: 
  712: =pod 
  713: 
  714: =item &plot_statistics()
  715: 
  716: =cut
  717: 
  718: ###############################################
  719: ###############################################
  720: sub plot_statistics {
  721:     my ($r,$datafield) = @_;
  722:     my @Data;
  723:     #
  724:     my %Fields = ('#Stdnts'=> 0,
  725:                   'Tries'  => 1,
  726:                   'Mod'    => 2,
  727:                   'Mean'   => 3,
  728:                   '#YES'   => 4,
  729:                   '#yes'   => 5,
  730:                   '%Wrng'  => 9,
  731:                   'DoDiff' => 6,
  732:                   'S.D.'   => 7,
  733:                   'Skew'   => 8,);
  734:     #
  735:     my $field = '%Wrng';
  736:     foreach (keys(%Fields)) {
  737:         $field = $_ if ($datafield eq $_);
  738:     }
  739:     my $fieldindex = $Fields{$field};
  740:     #
  741:     my $Max = 0;
  742:     foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
  743:         next if ($sequence->{'num_assess'}<1);
  744:         foreach my $resource (@{$sequence->{'contents'}}) {
  745:             next if ($resource->{'type'} ne 'assessment');
  746:             foreach my $part (@{$resource->{'parts'}}) {
  747:                 my @Results= &get_statistics($resource->{'symb'},$part);
  748:                 my ($num,$Solved,$solved) = @Results[0,4,5];
  749:                 my $wrongpercent = 0;
  750:                 if (defined($num) && $num > 0) {
  751:                     $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
  752:                 }
  753:                 push (@Results,$wrongpercent);
  754:                 my $data = $Results[$fieldindex];
  755:                 $data = 0 if ($data eq 'nan');
  756:                 $Max = $data if ($Max<$data);
  757:                 push (@Data,$data);
  758:             }
  759:         }
  760:     }
  761:     #
  762:     # Print out plot request
  763:     my $title = 'Percent Wrong';
  764:     if ($field eq 'DoDiff') {
  765:         $title = 'Degree of Difficulty';
  766:     }
  767:     my $yaxis = 'Percent';
  768:     if ($field eq 'DoDiff') {
  769:         $yaxis = '';
  770:     } elsif ($field ne '%Wrng') {
  771:         $yaxis = '';
  772:     }
  773:     #
  774:     # Determine appropriate value for $Max
  775:     if ($field eq 'DoDiff') {
  776:         if ($Max > 0.5) {
  777:             $Max = 1;
  778:         } elsif ($Max > 0.2) {
  779:             $Max = 0.5;
  780:         } elsif ($Max > 0.1) {
  781:             $Max = 0.2;
  782:         }
  783:     } elsif ($field eq '%Wrng') {
  784:         if ($Max > 50) {
  785:             $Max = 100;
  786:         } elsif ($Max > 25) {
  787:             $Max = 50;
  788:         } elsif ($Max > 20) {
  789:             $Max = 25;
  790:         } elsif ($Max > 10) {
  791:             $Max = 20;
  792:         } elsif ($Max > 5) {
  793:             $Max = 10;
  794:         } else {
  795:             $Max = 5;
  796:         }
  797:     }
  798:     
  799:     $r->print("<p>".&DrawGraph(\@Data,$title,'Problem Number',$yaxis,
  800:                                $Max)."</p>\n");
  801:     #
  802:     # Print out the data
  803:     $ENV{'form.sortby'} = 'Contents';
  804:     &output_html_ungrouped($r,'show probnum');
  805:     return;
  806: }
  807: 
  808: ###############################################
  809: ###############################################
  810: 
  811: =pod 
  812: 
  813: =item &DrawGraph()
  814: 
  815: =cut
  816: 
  817: ###############################################
  818: ###############################################
  819: sub DrawGraph {
  820:     my ($values,$title,$xaxis,$yaxis,$Max)=@_;
  821:     $title = '' if (! defined($title));    
  822:     $xaxis = '' if (! defined($xaxis));
  823:     $yaxis = '' if (! defined($yaxis));
  824:     #
  825:     my $sendValues = join(',', @$values);
  826:     my $sendCount = scalar(@$values);
  827:     if ( $Max > 1 ) {
  828: 	if ($Max % 10) {
  829:             if ( int($Max) < $Max ) {
  830: 	    	$Max++;
  831: 		$Max = int($Max);
  832: 	    }
  833: 	}
  834:     } else { 
  835:         $Max = 1; 
  836:     }
  837:     my @GData = ($title,$xaxis,$yaxis,$Max,$sendCount,$sendValues);
  838:     return '<IMG src="/cgi-bin/graph.png?'.
  839:         (join('&', @GData)).'" border="1" />';
  840: }
  841: 
  842: sub get_statistics {
  843:     my ($symb,$part) = @_;
  844:     #
  845:     my $courseid = $ENV{'request.course.id'};
  846:     #
  847:     my $students = \@Apache::lonstatistics::Students;
  848:     if ($Apache::lonstatistics::SelectedSections[0] eq 'all') {
  849:         $students = undef;
  850:     }
  851:     my @Results = &Apache::loncoursedata::get_problem_statistics
  852:                         ($students,$symb,$part,$courseid);
  853:     return @Results;
  854: }
  855: 
  856: ###############################################
  857: ###############################################
  858: 
  859: =pod 
  860: 
  861: =item &ProblemStatisticsLegend()
  862: 
  863: =cut
  864: 
  865: ###############################################
  866: ###############################################
  867: sub ProblemStatisticsLegend {
  868:     my $Ptr = '';
  869:     $Ptr = '<table border="0">';
  870:     $Ptr .= '<tr><td>';
  871:     $Ptr .= '<b>#Stdnts</b></td>';
  872:     $Ptr .= '<td>Total number of students attempted the problem.';
  873:     $Ptr .= '</td></tr><tr><td>';
  874:     $Ptr .= '<b>Tries</b></td>';
  875:     $Ptr .= '<td>Total number of tries for solving the problem.';
  876:     $Ptr .= '</td></tr><tr><td>';
  877:     $Ptr .= '<b>Mod</b></td>';
  878:     $Ptr .= '<td>Largest number of tries for solving the problem by a student.';
  879:     $Ptr .= '</td></tr><tr><td>';
  880:     $Ptr .= '<b>Mean</b></td>';
  881:     $Ptr .= '<td>Average number of tries. [ Tries / #Stdnts ]';
  882:     $Ptr .= '</td></tr><tr><td>';
  883:     $Ptr .= '<b>#YES</b></td>';
  884:     $Ptr .= '<td>Number of students solved the problem correctly.';
  885:     $Ptr .= '</td></tr><tr><td>';
  886:     $Ptr .= '<b>#yes</b></td>';
  887:     $Ptr .= '<td>Number of students solved the problem by override.';
  888:     $Ptr .= '</td></tr><tr><td>';
  889:     $Ptr .= '<b>%Wrong</b></td>';
  890:     $Ptr .= '<td>Percentage of students who tried to solve the problem ';
  891:     $Ptr .= 'but is still incorrect. [ 100*((#Stdnts-(#YES+#yes))/#Stdnts) ]';
  892:     $Ptr .= '</td></tr><tr><td>';
  893:     $Ptr .= '<b>DoDiff</b></td>';
  894:     $Ptr .= '<td>Degree of Difficulty of the problem.  ';
  895:     $Ptr .= '[ 1 - ((#YES+#yes) / Tries) ]';
  896:     $Ptr .= '</td></tr><tr><td>';
  897:     $Ptr .= '<b>S.D.</b></td>';
  898:     $Ptr .= '<td>Standard Deviation of the tries.  ';
  899:     $Ptr .= '[ sqrt(sum((Xi - Mean)^2)) / (#Stdnts-1) ';
  900:     $Ptr .= 'where Xi denotes every student\'s tries ]';
  901:     $Ptr .= '</td></tr><tr><td>';
  902:     $Ptr .= '<b>Skew.</b></td>';
  903:     $Ptr .= '<td>Skewness of the students tries.';
  904:     $Ptr .= '[(sqrt( sum((Xi - Mean)^3) / #Stdnts)) / (S.D.^3)]';
  905:     $Ptr .= '</td></tr><tr><td>';
  906:     $Ptr .= '<b>Dis.F.</b></td>';
  907:     $Ptr .= '<td>Discrimination Factor: A Standard for evaluating the ';
  908:     $Ptr .= 'problem according to a Criterion<br>';
  909:     $Ptr .= '<b>[Criterion to group students into %27 Upper Students - ';
  910:     $Ptr .= 'and %27 Lower Students]</b><br>';
  911:     $Ptr .= '<b>1st Criterion</b> for Sorting the Students: ';
  912:     $Ptr .= '<b>Sum of Partial Credit Awarded / Total Number of Tries</b><br>';
  913:     $Ptr .= '<b>2nd Criterion</b> for Sorting the Students: ';
  914:     $Ptr .= '<b>Total number of Correct Answers / Total Number of Tries</b>';
  915:     $Ptr .= '</td></tr>';
  916:     $Ptr .= '<tr><td><b>Disc.</b></td>';
  917:     $Ptr .= '<td>Number of Students had at least one discussion.';
  918:     $Ptr .= '</td></tr></table>';
  919:     return $Ptr;
  920: }
  921: 
  922: #---- END Problem Statistics Web Page ----------------------------------------
  923: 
  924: 1;
  925: __END__

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