[LON-CAPA-cvs] cvs: loncom /interface/statistics lonproblemstatistics.pm

matthew lon-capa-cvs@mail.lon-capa.org
Tue, 25 Mar 2003 23:00:40 -0000


This is a MIME encoded message

--matthew1048633240
Content-Type: text/plain

matthew		Tue Mar 25 18:00:40 2003 EDT

  Modified files:              
    /loncom/interface/statistics	lonproblemstatistics.pm 
  Log:
  Removed GDBM_File dependence.
  Removed &InitializeProblemStatistics, &ExtractStudentData, &SortDivideByTries,
  &SortProblems, and &CalculateStatistics.
  
  Added: &CreateInterface and shamelessly ripped off &OutputDescriptions and
  &CreateAndParseOutputSelect from lonstudentassessment.pm.
  Added &Gather_Student_Data to ensure the student data is up to date.
  
  Rewrote &BuildProblemStatisticsPage to call &CreateInterface, 
  &Gather_Student_Data, and the proper output functions.
  
  Added &output_html_grouped_by_sequence
  Added &output_html_ungrouped which is not fully implemented at this time.
  
  
--matthew1048633240
Content-Type: text/plain
Content-Disposition: attachment; filename="matthew-20030325180040.txt"

Index: loncom/interface/statistics/lonproblemstatistics.pm
diff -u loncom/interface/statistics/lonproblemstatistics.pm:1.40 loncom/interface/statistics/lonproblemstatistics.pm:1.41
--- loncom/interface/statistics/lonproblemstatistics.pm:1.40	Tue Feb 25 15:47:47 2003
+++ loncom/interface/statistics/lonproblemstatistics.pm	Tue Mar 25 18:00:40 2003
@@ -1,6 +1,6 @@
 # The LearningOnline Network with CAPA
 #
-# $Id: lonproblemstatistics.pm,v 1.40 2003/02/25 20:47:47 matthew Exp $
+# $Id: lonproblemstatistics.pm,v 1.41 2003/03/25 23:00:40 matthew Exp $
 #
 # Copyright Michigan State University Board of Trustees
 #
@@ -25,12 +25,6 @@
 # http://www.lon-capa.org/
 #
 # (Navigate problems for statistical reports
-# YEAR=2001
-# 5/5,7/9,7/25/1,8/11,9/13,9/26,10/5,10/9,10/22,10/26 Behrouz Minaei
-# 11/1,11/4,11/16,12/14,12/16,12/18,12/20,12/31 Behrouz Minaei
-# YEAR=2002
-# 1/22,2/1,2/6,2/25,3/2,3/26,4/7,5/6 Behrouz Minaei
-# 5/12,5/26,7/16,7/29,8/5,10/31  Behrouz Minaei
 #
 ###
 
@@ -40,215 +34,393 @@
 use Apache::lonnet();
 use Apache::lonhtmlcommon;
 use Apache::loncoursedata;
-use GDBM_File;
+use Apache::lonstatistics;
 
+#######################################################
+#######################################################
 
-sub InitializeProblemStatistics {
-    my ($cacheDB, $students, $courseID, $c, $r)=@_;
-    my %cache;
+sub CreateInterface {
+    my $Str = '';
+    $Str .= '<table cellspacing="5">'."\n";
+    $Str .= '<tr>';
+    $Str .= '<td align="center"><b>Sections</b></td>';
+    $Str .= '<td align="center"><b>Sequences and Folders</b></td>';
+    $Str .= '<td align="center"><b>Output</b></td>';
+    $Str .= '</tr>'."\n";
+    #
+    $Str .= '<tr><td align="center">'."\n";
+    $Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
+    $Str .= '</td><td align="center">';
+    #
+    my $only_seq_with_assessments = sub { 
+        my $s=shift;
+        if ($s->{'num_assess'} < 1) { 
+            return 0;
+        } else { 
+            return 1;
+        }
+    };
+    $Str .= &Apache::lonstatistics::MapSelect('Maps','multiple,all',5,
+                                              $only_seq_with_assessments);
+    $Str .= '</td><td>'."\n";
+    $Str .= &CreateAndParseOutputSelector();
+    $Str .= '</td></tr>'."\n";
+    $Str .= '</table>'."\n";
+    return $Str;
+}
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database1.');
-        return ('ERROR', undef);
-    }
+#######################################################
+#######################################################
 
-    # Remove students who don't have the proper section.
-    my @sectionsSelected = split(':',$cache{'sectionsSelected'});
-    for(my $studentIndex=((scalar @$students)-1); $studentIndex>=0;
-        $studentIndex--) {
-        my $value = $cache{$students->[$studentIndex].':section'};
-        my $found = 0;
-        foreach (@sectionsSelected) {
-            if($_ eq 'none') {
-                if($value eq '' || !defined($value) || $value eq ' ') {
-                    $found = 1;
-                    last;
-                }
-            } else {
-                if($value eq $_) {
-                    $found = 1;
-                    last;
-                }
-            }
-        }
-        if($found == 0) {
-            splice(@$students, $studentIndex, 1);
-        }
-    }
+=pod
 
-    my $isNotCached = 0;
-    my $lastStatus = (defined($cache{'StatisticsLastStatus'})) ?
-                     $cache{'StatisticsLastStatus'} : 'Nothing';
-    my $whichStudents = join(':::',sort(@$students));
-    if(!defined($cache{'StatisticsCached'}) ||
-       $lastStatus ne $cache{'Status'} ||
-       $whichStudents ne $cache{'StatisticsWhichStudents'}) {
-        $isNotCached = 1;
-    }
+=item &CreateAndParseOutputSelector()
 
-    untie(%cache);
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_WRCREAT(),0640)) {
-        $r->print('Unable to tie database.2');
-        return ('ERROR', undef);
-    }
-    if($isNotCached && defined($cache{'StatisticsCached'})) {
-        my @statkeys = split(':::', $cache{'StatisticsKeys'});
-        delete $cache{'StatisticsKeys'};
-        delete $cache{'StatisticsCached'};
-        foreach(@statkeys) {
-            delete $cache{$_};
-        }
-    }
+=cut
 
-    untie(%cache);
-    if($isNotCached) {
-        &Apache::loncoursedata::DownloadStudentCourseDataSeparate($students,
-                                                                  'true',
-                                                                  $cacheDB,
-                                                                  'true',
-                                                                  'true',
-                                                                  $courseID,
-                                                                  $r, $c);
+#######################################################
+#######################################################
+my $output_mode;
+my $show;
+
+my @OutputOptions = 
+    (
+     { name  => 'problem statistics grouped by sequence',
+       value => 'HTML problem statistics grouped',
+       description => 'Output statistics for the problem parts.',
+       mode => 'html',
+       show => 'grouped',
+     },
+     { name  => 'problem statistics ungrouped',
+       value => 'HTML problem statistics ungrouped',
+       description => 'Output statistics for the problem parts.',
+       mode => 'html',
+       show => 'ungrouped',
+     },
+     { name  => 'problem statistics, Excel',
+       value => 'Excel problem statistics',
+       description => 'Output statistics for the problem parts '.
+           'in an Excel workbook',
+       mode => 'excel',
+       show => 'all',
+     },
+     { name  => 'Degree of Difficulty Plot',
+       value => 'plot deg diff',
+       description => 'Generate a plot of the degree of difficulty of each '.
+           'problem part.',
+       mode => 'plot',
+       show => 'deg of diff',
+     },
+     { name  => 'Percent Wrong Plot',
+       value => 'plot per wrong',
+       description => 'Generate a plot showing the percent of students who '.
+           'were unable to complete each problem part',
+       mode => 'plot',
+       show => 'per wrong',
+     },
+     );
+
+sub OutputDescriptions {
+    my $Str = '';
+    $Str .= "<h2>Output Modes</h2>\n";
+    $Str .= "<dl>\n";
+    foreach my $outputmode (@OutputOptions) {
+	$Str .="    <dt>".$outputmode->{'name'}."</dt>\n";
+	$Str .="        <dd>".$outputmode->{'description'}."</dd>\n";
     }
-    if($c->aborted()) { return ('ERROR', undef); }
+    $Str .= "</dl>\n";
+    return $Str;
+}
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.3');
-        return ('ERROR', undef);
+sub CreateAndParseOutputSelector {
+    my $Str = '';
+    my $elementname = 'outputmode';
+    #
+    # Format for output options is 'mode, restrictions';
+    my $selected = 'html, with links';
+    if (exists($ENV{'form.'.$elementname})) {
+        if (ref($ENV{'form.'.$elementname} eq 'ARRAY')) {
+            $selected = $ENV{'form.'.$elementname}->[0];
+        } else {
+            $selected = $ENV{'form.'.$elementname};
+        }
     }
-    my $problemData;
-    if($isNotCached) {
-        ($problemData) = &ExtractStudentData(\%cache, $students);
-        &CalculateStatistics($problemData, \%cache, $courseID);
+    #
+    # Set package variables describing output mode
+    $output_mode = 'html';
+    $show        = 'all';
+    foreach my $option (@OutputOptions) {
+        next if ($option->{'value'} ne $selected);
+        $output_mode = $option->{'mode'};
+        $show        = $option->{'show'};
+    }
+    #
+    # Build the form element
+    $Str = qq/<select size="5" name="$elementname">/;
+    foreach my $option (@OutputOptions) {
+        $Str .= "\n".'    <option value="'.$option->{'value'}.'"';
+        $Str .= " selected " if ($option->{'value'} eq $selected);
+        $Str .= ">".$option->{'name'}."<\/option>";
     }
-    untie(%cache);
+    $Str .= "\n</select>";
+    return $Str;
+}
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_WRCREAT(),0640)) {
-        $r->print('Unable to tie database.4');
-        return ('ERROR', undef);
-    }
-    if($isNotCached) {
-        foreach(keys(%$problemData)) {
-            $cache{$_} = $problemData->{$_};
-        }
-        $cache{'StatisticsKeys'} = join(':::', keys(%$problemData));
-        $cache{'StatisticsCached'} = 'true';
-        $cache{'StatisticsLastStatus'} = $cache{'Status'};
-        $cache{'StatisticsWhichStudents'} = $whichStudents;
-    }
-    untie(%cache);
+###############################################
+###############################################
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.5');
-        return ('ERROR', undef);
+###############################################
+###############################################
+sub Gather_Student_Data {
+    my ($r) = @_;
+    my $c = $r->connection();
+    #
+    my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
+    #
+    my @Students = @Apache::lonstatistics::Students;
+    #
+    # Open the progress window
+    my %prog_state=&Apache::lonhtmlcommon::Create_PrgWin
+        ($r,'Statistics Compilation Status',
+         'Statistics Compilation Progress', scalar(@Students));
+    #
+    while (my $student = shift @Students) {
+        return if ($c->aborted());
+        my ($status,undef) = &Apache::loncoursedata::ensure_current_data
+            ($student->{'username'},$student->{'domain'},
+             $ENV{'request.course.id'});
+        &Apache::lonhtmlcommon::Increment_PrgWin($r,\%prog_state,
+                                                 'last student');
     }
-
-    my $orderedProblems = &SortProblems(\%cache,
-                                        $cache{'ProblemStatisticsSort'},
-                                        $cache{'SortProblems'},
-                                        $cache{'ProblemStatisticsAscend'});
-    untie(%cache);
-
-    return ('OK', $orderedProblems);
+    &Apache::lonhtmlcommon::Close_PrgWin($r,\%prog_state);
+    $r->rflush();
 }
 
+###############################################
+###############################################
+
+###############################################
+###############################################
 sub BuildProblemStatisticsPage {
-    my ($cacheDB, $students, $courseID, $c, $r)=@_;
+    my ($r,$c)=@_;
+    #
+    $output_mode = 'html';
+    $show = 'grouped';
+    #
+    $r->print(&CreateInterface());
+    $r->print('<input type="hidden" name="statsfirstcall" value="no" />');
+    $r->print('<input type="hidden" name="sortby" value="'.$ENV{'form.sortby'}.
+              '" />');
+    if (! exists($ENV{'form.statsfirstcall'})) {
+        return;
+    }
+    #
+    &Gather_Student_Data($r);
+    #
+    #
+    if ($output_mode eq 'html') {
+        $r->print("<h2>".
+                  $ENV{'course.'.$ENV{'request.course.id'}.'.description'}.
+                  "</h2>\n");
+        $r->print("<h3>".localtime(time)."</h3>");
+        $r->rflush();
+        if ($show eq 'grouped') {
+            &output_html_grouped_by_sequence($r);
+        } elsif ($show eq 'ungrouped') {
+            &output_html_ungrouped($r);
+        }
+    } else {
+        $r->print("<h1>Not implemented</h1>");
+    }
+    return;
+}
 
-    my @Header = ("Homework Sets Order","#Stdnts","Tries","Mod",
+sub output_html_grouped_by_sequence {
+    my ($r) = @_;
+    #$r->print(&ProblemStatisticsLegend());
+    my @Header = ("Title","Part","#Stdnts","Tries","Mod",
                   "Mean","#YES","#yes","%Wrng","DoDiff",
-                  "S.D.","Skew.","D.F.1st","D.F.2nd");
-    my $color=&setbgcolor(0);
-    my %cache;
+                  "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
+    # #FFFFE6 #EEFFCC #DDFFFF FFDDDD #DDFFDD #FFDDFF
+    foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
+        next if ($sequence->{'num_assess'}<1);
+        $r->print("<h3>".$sequence->{'title'}."</h3>");
+        $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
+        $r->print('<table border="0" cellpadding="3">'."\n");
+        $r->print('<tr bgcolor="#FFFFE6"><th>'.
+                  join("</th><th>",@Header)."</th></tr>\n");
+        foreach my $resource (@{$sequence->{'contents'}}) {
+            next if ($resource->{'type'} ne 'assessment');
+            foreach my $part (@{$resource->{'parts'}}) {
+                if ($part == 0) {
+                    $part = '&nbsp;';
+                }
+                my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
+                    $SKEW) = &Apache::loncoursedata::get_problem_statistics
+                        (undef,$resource->{'symb'},$part,
+                         $ENV{'request.course.id'});
+                my $wrongpercent = 0;
+                if (defined($num) && $num > 0) {
+                    $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
+                }
+                $r->print('<tr>'.&statistics_html_table_data
+                          ($resource,$part,$num,$tries,$mod,$mean,$Solved,
+                           $solved,$wrongpercent,$DegOfDiff,$STD,$SKEW).
+                          "</tr>\n");
+            }
+        }
+        $r->print("</table>\n");
+        $r->print("</td></tr></table>\n");
+        $r->rflush();
+    }
+    #
+    return;
+}
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.6');
-        return;
+
+###############################################
+###############################################
+
+###############################################
+###############################################
+sub output_html_ungrouped {
+    my ($r) = @_;
+    #
+    my $sortby = $ENV{'form.sortby'};
+    if (! defined($sortby) || $sortby eq '') {
+        $sortby = 'sequence';
+    }
+    #
+    my $show_container = 0;
+    #$r->print(&ProblemStatisticsLegend());
+    my @Header = ("Title","Part","#Stdnts","Tries","Mod",
+                  "Mean","#YES","#yes","%Wrng","DoDiff",
+                  "S.D.","Skew.");#,"D.F.1st","D.F.2nd");
+    # #FFFFE6 #EEFFCC #DDFFFF FFDDDD #DDFFDD #FFDDFF
+    my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
+    if (@Sequences > 1) {
+        unshift(@Header,"Container");
+        $show_container = 1;
+    }
+    #
+    $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
+    $r->print('<table border="0" cellpadding="3">'."\n");
+    my $Str = '';
+    foreach (@Header) {
+        $Str .= '<th>'.
+     '<a href="javascript:document.Statistics.sortby.value='."'$_'".
+         ';document.Statistics.submit();">'.
+         $_.'</a></th>';
     }
-    my $Ptr = '';
-    $Ptr .= '<table border="0" cellspacing="5"><tbody>';
-    $Ptr .= '<tr><td align="right"><b>Select Map</b></td>'."\n";
-    $Ptr .= '<td align="left">';
-    $Ptr .= &Apache::lonhtmlcommon::MapOptions(\%cache, 'Statistics',
-                                               'Statistics');
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= '<tr><td align="right"><b>Sorting Type:</b></td>'."\n";
-    $Ptr .= '<td align="left">'."\n";
-    $Ptr .= &Apache::lonhtmlcommon::AscendOrderOptions(
-                                           $cache{'ProblemStatisticsAscend'},
-                                           'ProblemStatistics',
-                                           'Statistics');
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= '<tr><td align="right"><b>Select Sections</b>';
-    $Ptr .= '</td>'."\n";
-    $Ptr .= '<td align="left">'."\n";
-    my @sections = split(':',$cache{'sectionList'});
-    my @sectionsSelected = split(':',$cache{'sectionsSelected'});
-    $Ptr .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= &ProblemStatisticsButtons($cache{'DisplayFormat'},
-                                      $cache{'DisplayLegend'},
-                                      $cache{'SortProblems'});
-    $Ptr .= '</table>';
-    if($cache{'DisplayLegend'} eq 'Show Legend') {
-        $Ptr .= &ProblemStatisticsLegend();
+    $r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
+    $r->rflush();
+    #
+    foreach my $sequence (@Sequences) {
+        next if ($sequence->{'num_assess'}<1);
+        foreach my $resource (@{$sequence->{'contents'}}) {
+            next if ($resource->{'type'} ne 'assessment');
+            foreach my $part (@{$resource->{'parts'}}) {
+                my ($num,$tries,$mod,$mean,$Solved,$solved,$DegOfDiff,$STD,
+                    $SKEW) = &Apache::loncoursedata::get_problem_statistics
+                        (undef,$resource->{'symb'},$part,
+                         $ENV{'request.course.id'});
+                if ($part == 0) {
+                    $part = '&nbsp;';
+                }
+                my $wrongpercent = 0;
+                if (defined($num) && $num > 0) {
+                    $wrongpercent=int(10*100*($num-$Solved+$solved)/$num)/10;
+                }
+                if ($show_container) {
+                    $r->print('<tr>'.
+                              '<td bgcolor="#FFFFE6">'.$sequence->{'title'}.
+                              '</td>'.
+                              &statistics_html_table_data
+                              ($resource,$part,$num,$tries,$mod,$mean,$Solved,
+                               $solved,$wrongpercent,$DegOfDiff,$STD,$SKEW).
+                              "</tr>\n");
+                } else {
+                    $r->print('<tr>'.&statistics_html_table_data
+                              ($resource,$part,$num,$tries,$mod,$mean,$Solved,
+                               $solved,$wrongpercent,$DegOfDiff,$STD,$SKEW).
+                              "</tr>\n");
+                }
+            }
+        }
     }
-    $r->print($Ptr);
+    $r->print("</table>\n");
+    $r->print("</td></tr></table>\n");
     $r->rflush();
-    untie(%cache);
+    #
+    return;
+}
 
-    my ($result, $orderedProblems) =
-        &InitializeProblemStatistics($cacheDB, $students, $courseID, $c, $r);
-    if($result ne 'OK') {
-        return;
-    }
+###############################################
+###############################################
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.6');
-        return;
+###############################################
+###############################################
+sub statistics_html_table_data {
+    my ($resource,$part,$num,$tries,$mod,$mean,$Solved,$solved,$wrongpercent,
+        $DegOfDiff,$STD,$SKEW) = @_;
+    my $row = '';
+    $row .= '<td bgcolor="#FFFFE6">'.
+        '<a href="'.$resource->{'src'}.'" target="_blank" >'.
+            $resource->{'title'}.'</a>'.
+                '</td>';
+    $row .= '<td bgcolor="#FFFFE6">'.$part.'</td>' if (defined($part));
+    foreach ($num,$tries) {
+        $row .= '<td bgcolor="#EEFFCC" align="right">'.$_.'</td>';
+    }
+    foreach ($mod,$mean) {
+        $row .= '<td bgcolor="#DDFFFF" align="right">'.
+                  sprintf("%5.2f",$_).'</td>';
+    }
+    foreach ($Solved,$solved) {
+        $row .= '<td bgcolor="#DDFFFF" align="right">'.$_.'</td>';
+    }
+    foreach ($wrongpercent) {
+        $row .= '<td bgcolor="#DDFFFF" align="right">'.
+                  sprintf("%5.1f",$_).'</td>';
+    }
+    foreach ($DegOfDiff,$STD,$SKEW) {
+        $row .= '<td bgcolor="#FFDDDD" align="right">'.
+                  sprintf("%5.2f",$_).'</td>';
     }
-    &BuildStatisticsTable(\%cache, $cache{'DisplayFormat'},
-                          $cache{'SortProblems'}, $orderedProblems,
-                          \@Header, $r, $color);
-    untie(%cache);
-
-    return;
+    return $row;
 }
 
+
+###############################################
+###############################################
+
 sub BuildGraphicChart {
     my ($graph,$cacheDB,$courseDescription,$students,$courseID,$r,$c)=@_;
     my %cache;
     my $max;
-
     my $title = '';
     if($graph eq 'DoDiffGraph') {
 	$title = 'Degree-of-Difficulty';
     } else {
 	$title = 'Wrong-Percentage';
     }
-
     my $currentSequence = -1;
     my $sortProblems = 'Sort Within Sequence';
-
     my ($result, $orderedProblems) =
         &InitializeProblemStatistics($cacheDB, $students, $courseID, $c, $r);
     if($result ne 'OK') {
         return;
     }
-
     my @values = ();
-
     unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
         return 'Unable to tie database.7';
     }
-
     foreach(@$orderedProblems) {
         my ($sequence,$problem,$part)=split(':', $_);
         if($cache{'StatisticsMaps'} ne 'All Maps'  &&
            $cache{'StatisticsMaps'} ne $cache{$sequence.':title'}) {
              next;
         }
-
         if( $currentSequence == -1 ||
             ($sortProblems eq 'Sort Within Sequence' &&
             $currentSequence != $sequence)) {
@@ -258,7 +430,6 @@
             if($sortProblems eq 'Sort Within Sequence') {
                 $r->print('<br><b>'.$cache{$sequence.':title'}.'</b>'."\n");
             }
-
             $currentSequence = $sequence;
             @values = ();
 	    $max=0;
@@ -275,13 +446,10 @@
         push(@values, $data);
     }
     untie(%cache);
-
     &DrawGraph(\@values,$courseDescription,$title,$max,$r);
-
     return;
 }
 
-
 sub DrawGraph {
     my ($values,$courseDescription,$title,$Max,$r)=@_;
     my $sendValues = join(',', @$values);
@@ -296,9 +464,7 @@
 	}
     #(10 - $Max % 10);
     } else { $Max = 1; }
-
     my @GData = ('','Problem_number',$title,$Max,$sendCount,$sendValues);
-
 #    $r->print('</form>'."\n");
     $r->print('<br>'."\n");
     $r->print('<IMG src="/cgi-bin/graph.png?'.
@@ -308,10 +474,8 @@
 }
 
 #---- Problem Statistics Web Page ---------------------------------------
-
 sub CreateProblemStatisticsTableHeading {
     my ($headings,$r)=@_;
-
     my $Str='';
     $Str .= '<tr>'."\n";
     $Str .= '<th bgcolor="#ffffe6">P#</th>'."\n";
@@ -323,14 +487,12 @@
         $Str .= &Apache::lonnet::escape($_).'">'.$_.'</a>&nbsp</th>'."\n";
     }
     $Str .= "\n".'</tr>'."\n";
-
     return $Str;
 }
 
 sub BuildStatisticsTable {
     my ($cache,$displayFormat,$sortProblems,$orderedProblems,$headings,
         $r,$color)=@_;
-
     my $count = 1;
     my $currentSequence = -1;
     foreach(@$orderedProblems) {
@@ -339,7 +501,6 @@
            $cache->{'StatisticsMaps'} ne $cache->{$sequence.':title'}) {
             next;
         }
-
         if($currentSequence == -1 ||
            ($sortProblems eq 'Sort Within Sequence' &&
             $currentSequence != $sequence)) {
@@ -362,7 +523,6 @@
             }
             $currentSequence = $sequence;
         }
-
         my $ref = '<a href="'.$cache->{$problem.':source'}.
                   '" target="_blank">'.$cache->{$problem.':title'}.'</a>';
         my $title = $cache->{$problem.':title'};
@@ -383,9 +543,7 @@
                        $cache->{$_.':skewness'},
                        $cache->{$_.':discriminationFactor1'},
                        $cache->{$_.':discriminationFactor2'});
-
         &TableRow($displayFormat,$tableData,$count,$r,$color);
-
         $count++;
     }
     if($displayFormat ne 'Display CSV Format') {
@@ -394,7 +552,6 @@
     } else {
         $r->print('<br>');
     }
-
     return;
 }
 
@@ -420,7 +577,6 @@
              '"'.$_D1.'",'."\n".
              '"'.$_D2.'"'."\n".
              "<br>\n";
-
         $r->print("\n".$Ptr);
     } else {
         $Ptr='<tr>'."\n".
@@ -440,7 +596,6 @@
 	     '<td bgcolor='.$color->{"purple"}.'> '.$_D2.'</td>'."\n";
         $r->print($Ptr.'</tr>'."\n");
     }
-
     return;
 }
 
@@ -461,13 +616,11 @@
 	$color{"green"}="#DDFFDD";
 	$color{"purple"}="#FFDDFF";
     }
-
     return \%color;
 }
 
 sub ProblemStatisticsButtons {
     my ($displayFormat, $displayLegend, $sortProblems)=@_;
-
     my $Ptr = '<tr><td></td><td align="left">';
     $Ptr .= '<input type="submit" name="DoDiffGraph" ';
     $Ptr .= 'value="Plot Degree of Difficulty" />'."\n";
@@ -496,7 +649,6 @@
         $Ptr .= 'value="Display CSV Format" />'."\n";
     }
     $Ptr .= '</td></tr>';
-
     return $Ptr;
 }
 
@@ -552,305 +704,7 @@
     $Ptr .= '<tr><td><b>Disc.</b></td>';
     $Ptr .= '<td>Number of Students had at least one discussion.';
     $Ptr .= '</td></tr></table>';
-
     return $Ptr;
-}
-
-sub ExtractStudentData {
-    my ($cache, $students)=@_;
-
-    my @problemList=();
-    my %problemData;
-    foreach my $sequence (split(':', $cache->{'orderedSequences'})) {
-        foreach my $problemID (split(':', $cache->{$sequence.':problems'})) {
-            foreach my $part (split(/\:/,$cache->{$sequence.':'.
-                                                  $problemID.
-                                                  ':parts'})) {
-                my $id = $sequence.':'.$problemID.':'.$part;
-                push(@problemList, $id);
-                my $totalTries = 0;
-                my $totalAwarded = 0;
-                my $correct = 0;
-                my $correctByOverride = 0;
-                my $studentCount = 0;
-                my $maxTries = 0;
-                my $totalFirst = 0;
-                my @studentTries=();
-                foreach(@$students) {
-                    my $code = $cache->{"$_:$problemID:$part:code"};
-
-                    if(defined($cache->{$_.':error'}) || $code eq ' ' ||
-                       $cache->{"$_:$problemID:NoVersion"} eq 'true') {
-                        next;
-                    }
-
-                    $studentCount++;
-                    my $tries =  $cache->{"$_:$problemID:$part:tries"};
-                    if($maxTries < $tries) {
-                        $maxTries = $tries;
-                    }
-                    $totalTries += $tries;
-                    push(@studentTries, $tries);
-
-                    my $awarded = $cache->{"$_:$problemID:$part:awarded"};
-                    $totalAwarded += $awarded;
-
-                    if($code eq '*') {
-                        $correct++;
-                        if($tries == 1) {
-                            $totalFirst++;
-                        }
-                    } elsif($code eq '+') {
-                        $correctByOverride++;
-                    }
-                }
-
-                my $studentTriesJoined = join(':::', @studentTries);
-                $problemData{$id.':sequenceTitle'} =
-                    $cache->{$sequence.':title'};
-                $problemData{$id.':studentCount'} = $studentCount;
-                $problemData{$id.':totalTries'} = $totalTries;
-                $problemData{$id.':studentTries'} = $studentTriesJoined;
-                $problemData{$id.':totalAwarded'} = $totalAwarded;
-                $problemData{$id.':correct'} = $correct;
-                $problemData{$id.':correctByOverride'} = $correctByOverride;
-                $problemData{$id.':wrong'} = $studentCount - 
-                                             ($correct + $correctByOverride);
-                $problemData{$id.':maxTries'} = $maxTries;
-                $problemData{$id.':totalFirst'} = $totalFirst;
-            }
-        }
-    }
-
-    my @upperStudents1=();
-    my @lowerStudents1=();
-    my @upperStudents2=();
-    my @lowerStudents2=();
-    my $upperCount = int(0.27*scalar(@$students));
-    # Discriminant Factor criterion 1
-    my $sortedStudents = &SortDivideByTries($students,$cache,':totalAwarded');
-
-    for(my $i=0; $i<$upperCount; $i++) {
-        push(@lowerStudents1, $sortedStudents->[$i]);
-        push(@upperStudents1, $sortedStudents->[(scalar(@$students)-$i-1)]);
-    }
-
-    $problemData{'studentsUpperListCriterion1'}=join(':::', @upperStudents1);
-    $problemData{'studentsLowerListCriterion1'}=join(':::', @lowerStudents1);
-
-    # Discriminant Factor criterion 2
-    $sortedStudents = &SortDivideByTries($students, $cache, ':totalSolved');
-
-    for(my $i=0; $i<$upperCount; $i++) {
-        push(@lowerStudents2, $sortedStudents->[$i]);
-        push(@upperStudents2, $sortedStudents->[(scalar(@$students)-$i-1)]);
-    }
-    $problemData{'studentsUpperListCriterion2'}=join(':::', @upperStudents2);
-    $problemData{'studentsLowerListCriterion2'}=join(':::', @lowerStudents2);
-
-    $problemData{'problemList'} = join(':::', @problemList);
-
-    return \%problemData;
-}
-
-sub SortDivideByTries {
-    my ($toSort, $data, $sortOn)=@_;
-    my @orderedData = sort { ($data->{$a.':totalTries'}) ?
-                             ($data->{$a.$sortOn}/$data->{$a.':totalTries'}):0
-                             <=>
-                             ($data->{$b.':totalTries'}) ?
-                             ($data->{$b.$sortOn}/$data->{$b.':totalTries'}):0
-                           } @$toSort;
-
-    return \@orderedData;
-}
-
-sub SortProblems {
-    my ($problemData,$sortBy,$sortProblems,$ascend)=@_;
-
-    my @problems = split(':::', $problemData->{'problemList'});
-    if($sortBy eq "Homework Sets Order") {
-        return \@problems;
-    }
-
-    my $data;
-
-    if   ($sortBy eq "#Stdnts") { $data = ':studentCount'; }
-    elsif($sortBy eq "Tries")   { $data = ':totalTries'; }
-    elsif($sortBy eq "Mod")     { $data = ':maxTries'; }
-    elsif($sortBy eq "Mean")    { $data = ':mean'; }
-    elsif($sortBy eq "#YES")    { $data = ':correct'; }
-    elsif($sortBy eq "#yes")    { $data = ':correctByOverride'; }
-    elsif($sortBy eq "%Wrng")   { $data = ':percentWrong'; }
-    elsif($sortBy eq "DoDiff")  { $data = ':degreeOfDifficulty'; }
-    elsif($sortBy eq "S.D.")    { $data = ':standardDeviation'; }
-    elsif($sortBy eq "Skew.")   { $data = ':skewness'; }
-    elsif($sortBy eq "D.F.1st") { $data = ':discriminationFactor1'; }
-    elsif($sortBy eq "D.F.2nd") { $data = ':discriminationFactor2'; }
-    else                        { return \@problems; }
-
-    my %temp;
-    my @sequenceList=();
-    foreach(@problems) {
-        my ($sequence) = split(':', $_);
-
-        my @array=();
-        my $tempArray;
-        if(defined($temp{$sequence})) {
-            $tempArray = $temp{$sequence};
-        } else {
-            push(@sequenceList, $sequence);
-            $tempArray = \@array;
-            $temp{$sequence} = $tempArray;
-        }
-
-        push(@$tempArray, $_);
-    }
-
-    my @orderedProblems;
-    if($sortProblems eq "Sort Within Sequence") {
-        foreach(keys(%temp)) {
-            my $tempArray = $temp{$_};
-            my @tempOrder =
-                sort { $problemData->{$a.$data} <=> $problemData->{$b.$data} }
-            @$tempArray;
-            $temp{$_} = \@tempOrder;
-        }
-        foreach(@sequenceList) {
-            my $tempArray = $temp{$_};
-            @orderedProblems = (@orderedProblems, @$tempArray);
-        }
-    } else {
-        @orderedProblems = 
-            sort { $problemData->{$a.$data} <=> $problemData->{$b.$data} }
-        @problems;
-    }
-
-    if($ascend eq 'Descending') {
-        @orderedProblems = reverse(@orderedProblems);
-    }
-
-    return \@orderedProblems;
-}
-
-sub CalculateStatistics {
-    my ($data, $cache, $courseID)=@_;
-
-    my @problems = split(':::', $data->{'problemList'});
-    foreach(@problems) {
-        # Mean
-        my $mean = ($data->{$_.':studentCount'}) ? 
-            ($data->{$_.':totalTries'} / $data->{$_.':studentCount'}) : 0;
-        $data->{$_.':mean'} = sprintf("%.2f", $mean);
-
-        # %Wrong
-        my $pw = ($data->{$_.':studentCount'}) ?
-            (($data->{$_.':wrong'} / $data->{$_.':studentCount'}) * 100.0) : 
-            100.0;
-        $data->{$_.':percentWrong'} = sprintf("%.1f", $pw);
-
-        # Degree of Difficulty
-        my $dod = ($data->{$_.':totalTries'}) ?
-            (1 - (($data->{$_.':correct'} + $data->{$_.':correctByOverride'}) /
-                  $data->{$_.':totalTries'})) : 0;
-
-        $data->{$_.':degreeOfDifficulty'} = sprintf("%.2f", $dod);
-
-        # Factor in mean
-        my @studentTries = split(':::', $data->{$_.':studentTries'});
-        foreach(my $index=0; $index < scalar(@studentTries); $index++) {
-            $studentTries[$index] -= $mean;
-        }
-        my $sumSquared = 0;
-        my $sumCubed = 0;
-        foreach(@studentTries) {
-            my $squared = ($_ * $_);
-            my $cubed = ($squared * $_);
-            $sumSquared += $squared;
-            $sumCubed += $cubed;
-        }
-
-        # Standard deviation
-        my $standardDeviation;
-        if($data->{$_.':studentCount'} - 1 > 0) {
-            $standardDeviation = (sqrt($sumSquared)) / 
-                                 ($data->{$_.':studentCount'} - 1);
-        } else {
-            $standardDeviation =  0.0;
-        }
-        $data->{$_.':standardDeviation'} = sprintf("%.1f", $standardDeviation);
-
-        # Skewness
-        my $skew;
-        if($standardDeviation > 0.0999 && $data->{$_.':studentCount'} > 0) {
-            $skew = (((sqrt($sumSquared)) / $data->{$_.':studentCount'}) / 
-                     ($standardDeviation * 
-                      $standardDeviation * 
-                      $standardDeviation));
-        } else {
-            $skew = 0.0;
-        }
-
-        $data->{$_.':skewness'} = sprintf("%.1f", $skew);
-
-        # Discrimination Factor 1
-        my ($sequence, $problem, $part) = split(':', $_);
-
-        my @upper1 = split(':::', $data->{'studentsUpperListCriterion1'});
-        my @lower1 = split(':::', $data->{'studentsLowerListCriterion1'});
-
-        my $upper1Sum=0;
-        foreach my $name (@upper1) {
-            $upper1Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $upper1Sum = (scalar(@upper1)) ? ($upper1Sum/(scalar(@upper1))) : 0;
-
-        my $lower1Sum=0;
-        foreach my $name (@lower1) {
-            $lower1Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $lower1Sum = (scalar(@lower1)) ? ($lower1Sum/(scalar(@lower1))) : 0;
-
-        my $df1 = $upper1Sum - $lower1Sum;
-        $data->{$_.':discriminationFactor1'} = sprintf("%.2f", $df1);
-
-        # Discrimination Factor 2
-        my @upper2 = split(':::', $data->{'studentsUpperListCriterion2'});
-        my @lower2 = split(':::', $data->{'studentsLowerListCriterion2'});
-
-        my $upper2Sum=0;
-        foreach my $name (@upper2) {
-            $upper2Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $upper2Sum = (scalar(@upper2)) ? ($upper2Sum/(scalar(@upper2))) : 0;
-
-        my $lower2Sum=0;
-        foreach my $name (@lower2) {
-            $lower2Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $lower2Sum = (scalar(@lower2)) ? ($lower2Sum/(scalar(@lower2))) : 0;
-
-        my $df2 = $upper2Sum - $lower2Sum;
-        $data->{$_.':discriminationFactor2'} = sprintf("%.2f", $df2);
-
-        my %storestats;
-        my $Average = ($data->{$_.':studentCount'}) ? 
-            $data->{$_.':totalTries'}/$data->{$_.':studentCount'} : 0;
-        $storestats{$courseID.'___'.$cache->{$sequence.':source'}.
-                        '___timestamp'}=time;
-        $storestats{$courseID.'___'.$cache->{$sequence.':source'}.
-                        '___stdno'}=$data->{$_.':studentCount'};
-        $storestats{$courseID.'___'.$cache->{$sequence.':source'}.
-                        '___avetries'}=$Average;
-        $storestats{$courseID.'___'.$cache->{$sequence.':source'}.
-                        '___difficulty'}=$data->{$_.':degreeOfDifficulty'};
-        $cache->{$sequence.':source'} =~ /^(\w+)\/(\w+)/;
-        if($data->{$_.':studentCount'}) { 
-            &Apache::lonnet::put('nohist_resevaldata',\%storestats,$1,$2);
-        }
-    }
-
-    return;
 }
 
 #---- END Problem Statistics Web Page ----------------------------------------

--matthew1048633240--