--- loncom/interface/statistics/lonproblemanalysis.pm	2003/03/03 21:52:24	1.20
+++ loncom/interface/statistics/lonproblemanalysis.pm	2004/10/05 14:03:45	1.93
@@ -1,6 +1,6 @@
 # The LearningOnline Network with CAPA
 #
-# $Id: lonproblemanalysis.pm,v 1.20 2003/03/03 21:52:24 albertel Exp $
+# $Id: lonproblemanalysis.pm,v 1.93 2004/10/05 14:03:45 matthew Exp $
 #
 # Copyright Michigan State University Board of Trustees
 #
@@ -24,578 +24,1499 @@
 #
 # http://www.lon-capa.org/
 #
-# (Navigate problems for statistical reports
-# YEAR=2002
-# 5/12,7/26,9/7,11/22 Behrouz Minaei
-#
-###
-
 package Apache::lonproblemanalysis;
 
 use strict;
 use Apache::lonnet();
+use Apache::loncommon();
 use Apache::lonhtmlcommon();
-use GDBM_File;
-
-my $jr;
+use Apache::loncoursedata();
+use Apache::lonstatistics;
+use Apache::lonlocal;
+use Apache::lonstathelpers();
+use Apache::lonstudentsubmissions();
+use HTML::Entities();
+use Time::Local();
+use Spreadsheet::WriteExcel();
+
+my $plotcolors = ['#33ff00', 
+                  '#0033cc', '#990000', '#aaaa66', '#663399', '#ff9933',
+                  '#66ccff', '#ff9999', '#cccc33', '#660000', '#33cc66',
+                  ]; 
+
+my @SubmitButtons = ({ name => 'PrevProblemAnalysis',
+                       text => 'Previous Problem' },
+                     { name => 'ProblemAnalysis',
+                       text => 'Analyze Problem Again' },
+                     { name => 'NextProblemAnalysis',
+                       text => 'Next Problem' },
+                     { name => 'break'},
+                     { name => 'SelectAnother',
+                       text => 'Choose a different Problem' },
+                     { name => 'ExcelOutput',
+                       text => 'Produce Excel Output' });
 
 sub BuildProblemAnalysisPage {
-    my ($cacheDB, $r)=@_;
-
-    my %cache;
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.');
-        return;
-    }
-
-    my $Ptr = '';
-    $Ptr .= '<table border="0"><tbody>';
-    $Ptr .= '<tr><td align="right"><b>Select Sections</b>';
-    $Ptr .= '</td>'."\n";
-    $Ptr .= '<td align="left">'."\n";
-    my @sectionsSelected = split(':',$cache{'sectionsSelected'});
-    my @sections = split(':',$cache{'sectionList'});
-    $Ptr .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= '<tr><td align="right"><b>Intervals</b></td>'."\n";
-    $Ptr .= '<td align="left">';
-    $Ptr .= &IntervalOptions($cache{'Interval'});
-    $Ptr .= '</td></tr></table><br>';
-    $r->print($Ptr);
+    my ($r,$c)=@_;
+    #
+    my %Saveable_Parameters = ('Status' => 'scalar',
+                               'Section' => 'array',
+                               'NumPlots' => 'scalar',
+                               'AnalyzeOver' => 'scalar',
+                               );
+    &Apache::loncommon::store_course_settings('problem_analysis',
+                                              \%Saveable_Parameters);
+    &Apache::loncommon::restore_course_settings('problem_analysis',
+                                                \%Saveable_Parameters);
+    #
+    &Apache::lonstatistics::PrepareClasslist();
+    #
+    $r->print(&CreateInterface());
+    #
+    my @Students = @Apache::lonstatistics::Students;
+    #
+    if (@Students < 1 && exists($ENV{'form.firstrun'})) {
+        $r->print('<h2>There are no students in the sections selected</h2>');
+    }
+    #
+    my @CacheButtonHTML = 
+        &Apache::lonstathelpers::manage_caches($r,'Statistics','stats_status');
     $r->rflush();
-#   $r->print($cache{'OptionResponses'}.'<br>');
-    $r->print(&OptionResponseTable($cache{'OptionResponses'}, \%cache, $r));
-
-    untie(%cache);
-
-    return;
-}
-
-sub BuildAnalyzePage {
-    my ($cacheDB, $students, $courseID,$r)=@_;
-
-    $jr = $r;
-    my $c = $r->connection;
-
-    my $Str = '</form>';
-    my %cache;
-
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $Str .= 'Unable to tie database.';
-        $r->print($Str);
-        return;
-    }
-
-    # Remove students who don't have the proper section.
-    my @sectionsSelected = split(':',$cache{'sectionsSelected'});
-
-    my $studentCount = scalar @$students;
-    for(my $studentIndex=$studentCount-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;
-                }
+    #
+    # Support for numerical and radio response isn't complete enough to
+    # include in 1.2 release.
+    # my $problem_types = '(option|radiobutton|numerical)';
+    my $problem_types = '(option)';
+    if (exists($ENV{'form.problemchoice'}) && 
+        ! exists($ENV{'form.SelectAnother'})) {
+        foreach my $button (@SubmitButtons) {
+            if ($button->{'name'} eq 'break') {
+                $r->print("<br />\n");
             } else {
-                if($value eq $_) {
-                    $found = 1;
-                    last;
-                }
+                $r->print('<input type="submit" name="'.$button->{'name'}.'" '.
+                          'value="'.&mt($button->{'text'}).'" />');
+                $r->print('&nbsp;'x5);
             }
         }
-        if($found == 0) {
-            splice(@$students, $studentIndex, 1);
+        foreach my $html (@CacheButtonHTML) {
+            $r->print($html.('&nbsp;'x5));
         }
-    }
-    unless(untie(%cache)) {
-        $r->print('Can not untie hash.');
+        #
+        $r->print('<hr />');
         $r->rflush();
+        #
+        # Determine which problem we are to analyze
+        my $current_problem = &Apache::lonstathelpers::get_target_from_id
+            ($ENV{'form.problemchoice'});
+        #
+        my ($prev,$curr,$next) = 
+            &Apache::lonstathelpers::get_prev_curr_next($current_problem,
+                                                        $problem_types,
+                                                        'response',
+                                                        );
+        if (exists($ENV{'form.PrevProblemAnalysis'}) && defined($prev)) {
+            $current_problem = $prev;
+        } elsif (exists($ENV{'form.NextProblemAnalysis'}) && defined($next)) {
+            $current_problem = $next;
+        } else {
+            $current_problem = $curr;
+        }
+        #
+        # Store the current problem choice and send it out in the form
+        $ENV{'form.problemchoice'} = 
+            &Apache::lonstathelpers::make_target_id($current_problem);
+        $r->print('<input type="hidden" name="problemchoice" value="'.
+                  $ENV{'form.problemchoice'}.'" />');
+        #
+        if (! defined($current_problem->{'resource'})) {
+            $r->print('resource is undefined');
+        } else {
+            my $resource = $current_problem->{'resource'};
+            $r->print('<h1>'.$resource->{'title'}.'</h1>');
+            $r->print('<h3>'.$resource->{'src'}.'</h3>');
+            if ($ENV{'form.show_prob'} eq 'true') {
+                $r->print(&Apache::lonstathelpers::render_resource($resource));
+            }
+            $r->rflush();
+            my %Data = &Apache::lonstathelpers::get_problem_data
+                ($resource->{'src'});
+            my $problem_data = $Data{$current_problem->{'part'}.
+                                    '.'.
+                                    $current_problem->{'respid'}};
+            if ($current_problem->{'resptype'} eq 'option') {
+                &OptionResponseAnalysis($r,$current_problem,
+                                        $problem_data,
+                                        \@Students);
+            } elsif ($current_problem->{'resptype'} eq 'radiobutton') {
+                &RadioResponseAnalysis($r,$current_problem,
+                                       $problem_data,
+                                       \@Students);
+            } elsif ($current_problem->{'resptype'} eq 'numerical') {
+                ## 
+                ## analyze all responses of a problem at once
+                my $res = $current_problem->{'resource'};
+                foreach my $partid (@{$res->{'parts'}}) {
+                    $current_problem->{'part'} = $partid;
+                    foreach my $respid (@{$res->{'partdata'}->{$partid}->{'ResponseIds'}}) {
+                        $current_problem->{'respid'}=$respid;
+                        &NumericalResponseAnalysis($r,$current_problem,
+                                                   $problem_data,\@Students);
+                    }
+                }
+            } else {
+                $r->print('<h2>This analysis is not supported</h2>');
+            }
+        }
+        $r->print('<hr />');
+    } else {
+        $r->print('<input type="submit" name="ProblemAnalysis" value="'.
+                  &mt('Analyze Problem').'" />');
+        $r->print('&nbsp;'x5);
+        $r->print('<h3>'.&mt('Please select a problem to analyze').'</h3>');
+        $r->print(&Apache::lonstathelpers::ProblemSelector
+                  ($problem_types));
     }
+}
 
-    &Apache::lonhtmlcommon::Close_PrgWin($r);
 
-### jason code for checing is there data in cache
-#    my $error =
-#        &Apache::loncoursedata::DownloadStudentCourseDataSeparate($students,
-#                                                                  'true',
-#                                                                  $cacheDB,
-#                                                                  'true',
-#                                                                  'true',
-#                                                                  $courseID,
-#                                                                  $r, $c);
-#    if($error ne 'OK') {
-#        $r->print($error.'<br>Error downloading course data<br>');
-#        return;
-#    }
-
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $Str .= 'Unable to tie database.';
-        $r->print($Str);
+#########################################################
+#########################################################
+##
+##      Numerical Response Routines
+##
+#########################################################
+#########################################################
+sub NumericalResponseAnalysis {
+    my ($r,$problem,$problem_data,$Students) = @_;
+    my $c = $r->connection();
+    my ($resource,$partid,$respid) = ($problem->{'resource'},
+                                      $problem->{'part'},
+                                      $problem->{'respid'});
+    #
+    if (scalar(@{$resource->{'parts'}})>1) {
+        if (@{$resource->{'partdata'}->{$partid}->{'ResponseIds'}}>1) {
+            $r->print('<h3>'.
+                      &mt('Part [_1], response [_2].',$partid,$respid).
+                      '</h3>');
+        } else { 
+            $r->print('<h3>'.
+                      &mt('Part [_1]',$partid,$respid).
+                      '</h3>');
+        }
+    } elsif (@{$resource->{'partdata'}->{$partid}->{'ResponseIds'}}>1) {
+        $r->print('<h3>'.&mt('Response [_1]',$respid).'</h3>');
+    }
+    #
+    my $analysis_html;
+    my $PerformanceData = &Apache::loncoursedata::get_response_data
+        (\@Apache::lonstatistics::SelectedSections,
+         $Apache::lonstatistics::enrollment_status,
+         $resource->{'symb'},$respid);
+    if (! defined($PerformanceData) || 
+        ref($PerformanceData) ne 'ARRAY' ) {
+        $analysis_html = '<h2>'.
+            &mt('There is no submission data for this resource').
+            '</h2>';
+        $r->print($analysis_html);
         return;
     }
+    #
+    # This next call causes all the waiting around that people complain about
+    my ($max,$min) = 
+        &Apache::lonstathelpers::GetStudentAnswers($r,$problem,$Students,
+                                                   'Statistics',
+                                                   'stats_status');
+    return if ($c->aborted());
+    #
+    # Collate the data
+    my %Data;
+    foreach my $student (@$Students) {
+        my $answer = $student->{'answer'};
+        $Data{$answer}++;
+    }
+    my @Labels = sort {$a <=> $b } keys(%Data);
+    my @PlotData = @Data{@Labels};
+    #
+    my $width  = 500; 
+    my $height = 100;
+    my $plot = &one_dimensional_plot($r,500,100,scalar(@$Students),
+                                     \@Labels,\@PlotData);
+    $r->print($plot);
+    return;
+}
 
-    my ($problemId, $part, $responseId)=split(':',$cache{'AnalyzeInfo'});
-    my $uri      = $cache{$problemId.':source'};
-    my $problem  = $cache{$problemId.':problem'};
-    my $title    = $cache{$problemId.':title'};
-    my $interval = $cache{'Interval'};
-    my $heading = 'Restore this particular Option Response Problem '.
-                  'Results, Please wait...';
-
-    my %ConceptData;
-    $ConceptData{"Interval"} = $interval;
-
-    #Initialize the option response true answers
-    my ($analyzeData) = &InitAnalysis($uri, $part, $responseId, $problem,
-                                      $students->[0], $courseID);
-    if(defined($analyzeData->{'error'})) {
-        $Str .= $analyzeData->{'error'}.'<br>Incorrect part requested.<br>';
-        $r->print($Str);
-        return;
+sub one_dimensional_plot {
+    my ($r,$width,$height,$N,$Labels,$Data)=@_;
+    #
+    # Compute data -> image scaling factors
+    my $min = $Labels->[0];
+    my $max = $Labels->[-1];
+    if ($max == $min) {
+        $max =$min+1;
+    }
+    my $h_scale = ($width-10)/($max-$min);
+    #
+    my $max_y = 0;
+    foreach (@$Data) {
+        $max_y = $_ if ($max_y < $_);
+    }
+    my $ticscale = 5;
+    if ($max_y * $ticscale > $height/2) {
+        $ticscale = int($height/2/$max_y);
+        $ticscale = 1 if ($ticscale < 1);
+    }
+    #
+    # Create the plot
+    my $plot = 
+        qq{<drawimage width="$width" height="$height" bgcolor="transparent" >};
+    for (my $idx=0;$idx<scalar(@$Labels);$idx++) {
+        my $xloc = 5+$h_scale*($Labels->[$idx] - $min);
+        my $top    = $height/2-$Data->[$idx]*$ticscale;
+        my $bottom = $height/2+$Data->[$idx]*$ticscale;
+        $plot .= 
+            &line($xloc,$top,$xloc,$bottom,'888888',1);
+    }
+    #
+    # Put the scale on last to ensure it is on top of the data.
+    if ($min < 0 && $max > 0) {
+        my $circle_x = 5+$h_scale*abs($min);  # '0' in data coordinates
+        my $r = 4;
+        $plot .= &line(5,$height/2,$circle_x-$r,$height/2,'000000',1);
+        $plot .= &circle($circle_x,$height/2,$r+1,'000000');
+        $plot .= &line($circle_x+$r,$height/2,$width-5,$height/2,'000000',1);
+    } else {
+        $plot .= &line(5,$height/2,$width-5,$height/2,'000000',1);
     }
+    $plot .= '</drawimage>';
+    my $plotresult =  &Apache::lonxml::xmlparse($r,'web',$plot);
+    
+    my $title = 'Distribution of correct answers';
+    my $result = '<table>'.
+        '<tr><td colspan="3" align="center">'.
+        '<font size="+2">'.$title.' (N='.$N.')'.
+        '</font>'.
+        '</td></tr>'.
+        '<tr>'.
+        '<td valign="center">'.$min.'</td>'.
+        '<td>'.$plotresult.'</td>'.
+        '<td valign="center">'.$max.'</td>'.
+        '</tr>'.
+        '<tr><td colspan="3" align="center">'.
+        'Maximum Number of Coinciding Values: '.$max_y.
+        '</td></tr>'.
+        '</table>';
+    return $result;
+}
 
-    $r->print($Str);
-    $Str = '';
-    if($c->aborted()) {  untie(%cache); return; }
-
-    #compute the intervals
-    &Interval($part, $problem, $interval, $analyzeData->{'concepts'},
-              \%ConceptData);
-
-    $title =~ s/\ /"_"/eg;
-    $Str .= '<br><b>'.$uri.'</b>';
-
-    $r->print($Str);
-    $Str = '';
-    if($c->aborted()) {  untie(%cache); return; }
-
-
-    my %prog_state=&Apache::lonhtmlcommon::Create_PrgWin($r, $title,
-						      $heading,$#students+1);
-
-    #Java script Progress window
-    for(my $index=0; $index<(scalar @$students); $index++) {
-        if($c->aborted()) {  untie(%cache); return; }
-	&Apache::lonhtmlcommon::Increment_PrgWin($r,\%prog_state,
-					 'last student '.$students->[$index]);
-	&OpStatus($problemId, $students->[$index], \%ConceptData,
-                  $analyzeData->{'foil_to_concept'}, $analyzeData,
-		  \%cache, $courseID);
-    }
-    &Apache::lonhtmlcommon::Close_PrgWin($r,\%prog_state);
-
-    $Str .= '<br>';
-    for (my $k=0; $k<$interval; $k++ ) {
-        if($c->aborted()) {  untie(%cache); return $Str; }
-	$Str .= &DrawGraph($k, $title, $analyzeData->{'concepts'},
-                           \%ConceptData);
-        $r->print($Str);
-        $Str = '';
-    }
-    for (my $k=0; $k<$interval; $k++ ) {
-        if($c->aborted()) {  untie(%cache); return $Str; }
-	$Str .= &DrawTable($k, $analyzeData->{'concepts'}, \%ConceptData);
-        $r->print($Str);
-        $Str = '';
-    }
-    my $Answ=&Apache::lonnet::ssi($uri);
-    $Str .= '<br><b>Here you can see the Problem:</b><br>'.$Answ;
-    $Str .= '<form>';
-    $r->print($Str);
+##
+## Helper subroutines for <drawimage>.  
+## These should probably go somewhere more suitable soon.
+sub line {
+    my ($x1,$y1,$x2,$y2,$color,$thickness) = @_;
+    return qq{<line x1="$x1" y1="$y1" x2="$x2" y2="$y2" color="$color" thickness="$thickness" />$/};
+}
 
-    untie(%cache);
+sub text {
+    my ($x,$y,$color,$text,$font,$direction) = @_;
+    if (! defined($font) || $font !~ /^(tiny|small|medium|large|giant)$/) {
+        $font = 'medium';
+    }
+    if (! defined($direction) || $direction ne 'vertical') {
+        $direction = '';
+    }
+    return qq{<text x="$x" y="$y" color="$color" font="$font" direction="$direction" >$text</text>};
+}
 
-    return;
+sub rectangle {
+    my ($x1,$y1,$x2,$y2,$color,$thickness,$filled) = @_;
+    return qq{<rectangle x1="$x1" y1="$y1" x2="$x2" y2="$y2" color="$color" thickness="$thickness" filled="$filled" />};
 }
 
-#---- Problem Analysis Web Page ----------------------------------------------
+sub arc {
+    my ($x,$y,$width,$height,$start,$end,$color,$thickness,$filled)=@_;
+    return qq{<arc x="$x" y="$y" width="$width" height="$height" start="$start" end="$end" color="$color" thickness="$thickness" filled="$filled" />};
+}
 
-sub IntervalOptions {
-    my ($selectedInterval)=@_;
+sub circle {
+    my ($x,$y,$radius,$color,$thickness,$filled)=@_;
+    return &arc($x,$y,$radius,$radius,0,360,$color,$thickness,$filled);
+}
 
-    my $interval = 1;
-    for(my $n=1; $n<=7; $n++) {
-        if($selectedInterval == $n) {
-            $interval = $n;
-        }
+sub build_student_data_worksheet {
+    my ($workbook,$format) = @_;
+    my $rows_output = 3;
+    my $cols_output = 0;
+    my $worksheet  = $workbook->addworksheet('Student Data');
+    $worksheet->write($rows_output++,0,'Student Data',$format->{'h3'});
+    my @Headers = ('full name','username','domain','section',
+                   "student\nnumber",'identifier');
+    $worksheet->write_row($rows_output++,0,\@Headers,$format->{'header'});
+    my @Students = @Apache::lonstatistics::Students;
+    my $studentrows = &Apache::loncoursedata::get_student_data(\@Students);
+    my %ids;
+    foreach my $row (@$studentrows) {
+        my ($mysqlid,$student) = @$row;
+        $ids{$student}=$mysqlid;
+    }
+    foreach my $student (@Students) {
+        my $name_domain = $student->{'username'}.':'.$student->{'domain'};
+        $worksheet->write_row($rows_output++,0,
+                          [$student->{'fullname'},
+                           $student->{'username'},$student->{'domain'},
+                           $student->{'section'},$student->{'id'},
+                           $ids{$name_domain}]);
     }
+    return $worksheet;
+}
 
-    my $Ptr = '<select name="Interval">'."\n";
-    for(my $n=1; $n<=7;$ n++) {
-	$Ptr .= '<option';
-        if($interval == $n) {
-            $Ptr .= ' selected';
-        }
-	$Ptr .= '>'.$n."</option>"."\n";
+#########################################################
+#########################################################
+##
+##      Radio Response Routines
+##
+#########################################################
+#########################################################
+sub RadioResponseAnalysis {
+    my ($r,$problem,$problem_data,$Students) = @_;
+    my ($resource,$respid) = ($problem->{'resource'},
+                              $problem->{'respid'});
+    my $analysis_html;
+    my $PerformanceData = &Apache::loncoursedata::get_response_data
+        (\@Apache::lonstatistics::SelectedSections,
+         $Apache::lonstatistics::enrollment_status,
+         $resource->{'symb'},$respid);
+    if (! defined($PerformanceData) || 
+        ref($PerformanceData) ne 'ARRAY' ) {
+        $analysis_html = '<h2>'.
+            &mt('There is no submission data for this resource').
+            '</h2>';
+        $r->print($analysis_html);
+        return;
+    }
+    if (exists($ENV{'form.ExcelOutput'})) {
+        $analysis_html .= &RR_Excel_output($r,$problem->{'resource'},
+                                           $PerformanceData,$problem_data);
+    } elsif ($ENV{'form.AnalyzeOver'} eq 'Tries') {
+        $analysis_html .= &RR_Tries_Analysis($r,$problem->{'resource'},
+                                             $PerformanceData,$problem_data);
+    } elsif ($ENV{'form.AnalyzeOver'} eq 'Time') {
+        $analysis_html .= &RR_Time_Analysis($r,$problem->{'resource'},
+                                            $PerformanceData,$problem_data);
+    } else {
+        $analysis_html .= '<h2>'.
+           &mt('The analysis you have selected is not supported at this time').
+            '</h2>';
     }
-    $Ptr .= '</select>'."\n";
+    $r->print($analysis_html);
+}
 
-    return $Ptr;
+sub RR_Excel_output   { 
+    my ($r,$PerformanceData,$problem_data) = @_;
+    return '<h1>No!</h1>';
 }
 
-sub OptionResponseTable {
-    my ($optionResponses,$cache,$r)=@_;
+sub RR_Tries_Analysis { 
+    my ($r,$resource,$PerformanceData,$problem_data) = @_;
+    my $analysis_html;
+    my $mintries = 1;
+    my $maxtries = $ENV{'form.NumPlots'};
+    my ($table,$Foils,$Concepts) = &build_foil_index($problem_data);
+    if ((! defined($Concepts)) || (@$Concepts < 2)) {
+        $table = '<h3>'.
+            &mt('Not enough data for concept analysis.  '.
+                'Performing Foil Analysis').
+            '</h3>'.$table;
+    }
+    $analysis_html .= $table;
+    my @TryData = &RR_tries_data_analysis($r,$PerformanceData);
+        $analysis_html .= &RR_Tries_Foil_Analysis($mintries,$maxtries,$Foils,
+                                                 \@TryData,$problem_data);
+    return $analysis_html;
+}
 
-    my @optionResponses=split(':::', $optionResponses);
-    my %partCount;
-    my %sequences;
-    my @orderedSequences=();
-    foreach(@optionResponses) {
-        my ($sequence, $problemId, $part, undef)=split(':',$_);
-        $partCount{$problemId.':'.$part}++;
-        if(!defined($sequences{$sequence})) {
-            push(@orderedSequences, $sequence);
-            $sequences{$sequence} = $_;
-        } else {
-            $sequences{$sequence} .= ':::'.$_;
-        }
+sub RR_tries_data_analysis {
+    my ($r,$Attempt_data) = @_;
+    my @TryData;
+    foreach my $attempt (@$Attempt_data) {
+        my %Attempt = &hashify_attempt($attempt);
+        my ($answer,undef) = split('=',$Attempt{'submission'});
+        $TryData[$Attempt{'tries'}]->{$answer}++;
     }
+    return @TryData;
+}
 
-    my $Str = '';
-
-    foreach my $sequence (@orderedSequences) {
-        my @optionProblems = split(':::', $sequences{$sequence});
+sub RR_Time_Analysis  { 
+    my ($r,$PerformanceData,$problem_data) = @_;
+    my $html;
+    return $html;
+}
 
-        $Str .= '<b>'.$cache->{$sequence.':title'}.'</b>'."\n";
-        $Str .= "<table border=2><tr><th> \# </th><th> Problem Title </th>";
-        $Str .= '<th> Resource </th><th> Analysis  </th></tr>'."\n";
-
-        my $count = 1;
-        foreach(@optionProblems) {
-            my (undef, $problemId, $part, $response)=
-                split(':',$optionProblems[$count-1]);
-#                split(':',$sequences{$sequence});
-            my $uri = $cache->{$problemId.':source'};
-            my $title = $cache->{$problemId.':title'};
-
-            my $Temp = '<a href="'.$uri.'" target="_blank">'.$title.'</a>';
-            $Str .= '<tr>';
-            $Str .= '<td> '.$count.' </td>';
-            $Str .= '<td bgcolor="#DDFFDD">'.$Temp.'</td>';
-            $Str .= '<td bgcolor="#EEFFCC">'.$uri.'</td>';
-            if($partCount{$problemId.':'.$part} < 2) {
-                $Str .= '<td><input type="submit" name="Analyze:::';
-                $Str .= $problemId.':'.$part.'" value="';
-                $Str .= 'Part '.$part;
-                $Str .= '" /></td></tr>'."\n";
+sub RR_Tries_Foil_Analysis {
+    my ($min,$max,$Foils,$TryData,$problem_data) = @_;
+    my $html;
+    #
+    # Compute the data neccessary to make the plots
+    for (my $try=$min;$try<=$max;$try++) {
+        my @PlotData_Correct; 
+        my @PlotData_Incorrect;
+        next if ($try > scalar(@{$TryData}));
+        next if (! defined($TryData->[$try]));
+        my %DataSet = %{$TryData->[$try]};
+        my $total = 0;
+        foreach my $foilid (@$Foils) {
+            $total += $DataSet{$foilid};
+        }
+        foreach my $foilid (@$Foils) {
+            if ($total == 0) {
+                push (@PlotData_Correct,0);
+                push (@PlotData_Incorrect,0);
             } else {
-                my $value = $problemId.':'.$part.':'.$response;
-                $Str .= '<td><input type="submit" name="Analyze:::'.$value;
-                $Str .= '" value="';
-                $Str .= 'Part '.$part.' Response '.$response;
-                $Str .= '" /></td></tr>'."\n";
+                if ($problem_data->{'_Foils'}->{$foilid}->{'value'} eq 'true') {
+                    push (@PlotData_Correct,
+                          int(100*$DataSet{$foilid}/$total));
+                    push (@PlotData_Incorrect,0);
+                } else {
+                    push (@PlotData_Correct,0);
+                    push (@PlotData_Incorrect,
+                          int(100*$DataSet{$foilid}/$total));
+                }
             }
-            $count++;
         }
-        $Str .= '</table><br>'."\n";
+        my $title='Attempt '.$try.' (N='.$total.')';
+        my $xlabel = 'Foil Chosen';
+        $html.=  &Apache::loncommon::DrawBarGraph($title,
+                                                  $xlabel,
+                                                  'Percent Choosing',
+                                                  100,
+                                                  ['#33ff00','#ff3300'],
+                                                  undef,
+                                                  \@PlotData_Correct,
+                                                  \@PlotData_Incorrect);
     }
+    return $html;
+}
 
-    return $Str;
+sub RR_Tries_Concept_Analysis {
+    my ($min,$max,$Concepts,$ResponseData,$problem_data) = @_;
+    my $html;
+    return $html;
+}
+
+sub RR_Time_Foil_Analysis {
+    my ($min,$max,$Foils,$ResponseData,$problem_data) = @_;
+    my $html;
+    return $html;
+}
+
+sub RR_Time_Concept_Analysis {
+    my ($min,$max,$Concepts,$ResponseData,$problem_data) = @_;
+    my $html;
+    return $html;
 }
 
-#---- END Problem Analysis Web Page ------------------------------------------
 
-#---- Analyze Web Page -------------------------------------------------------
+sub get_Radio_problem_data {
+    my ($url) = @_;
+    my $Answ=&Apache::lonnet::ssi($url,('grade_target' => 'analyze'));
+    (my $garbage,$Answ)=split('_HASH_REF__',$Answ,2);
+    my %Answer = &Apache::lonnet::str2hash($Answ);
+    my %Partdata;
+    foreach my $part (@{$Answer{'parts'}}) {
+        while (my($key,$value) = each(%Answer)) {
+#            if (ref($value) eq 'ARRAY') {
+#                &Apache::lonnet::logthis('is ref part:'.$part.' '.$key.'='.join(',',@$value));
+#            } else {
+#                &Apache::lonnet::logthis('notref part:'.$part.' '.$key.'='.$value);
+#            }                
+            next if ($key !~ /^$part/);
+            $key =~ s/^$part\.//;
+            if ($key eq 'foils') {
+                $Partdata{$part}->{'_Foils'}=$value;
+            } elsif ($key eq 'options') {
+                $Partdata{$part}->{'_Options'}=$value;
+            } elsif ($key eq 'shown') {
+                $Partdata{$part}->{'_Shown'}=$value;
+            } elsif ($key =~ /^foil.value.(.*)$/) {
+                $Partdata{$part}->{$1}->{'value'}=$value;
+            } elsif ($key =~ /^foil.text.(.*)$/) {
+                $Partdata{$part}->{$1}->{'text'}=$value;
+            }
+        }
+    }
+    return %Partdata;
+}
+
+#########################################################
+#########################################################
+##
+##      Option Response Routines
+##
+#########################################################
+#########################################################
+sub OptionResponseAnalysis {
+    my ($r,$problem,$problem_data,$Students) = @_;
+    my ($resource,$respid) = ($problem->{'resource'},
+                              $problem->{'respid'});
+    # Note: part data is not needed.
+    my $PerformanceData = &Apache::loncoursedata::get_response_data
+        (\@Apache::lonstatistics::SelectedSections,
+         $Apache::lonstatistics::enrollment_status,
+         $resource->{'symb'},$respid);
+    if (! defined($PerformanceData) || 
+        ref($PerformanceData) ne 'ARRAY' ) {
+        $r->print('<h2>'.
+                  &mt('There is no student data for this problem.').
+                  '</h2>');
+    }  else {
+        $r->rflush();
+        if (exists($ENV{'form.ExcelOutput'})) {
+            my $result = &OR_excel_sheet($r,$resource,
+                                         $PerformanceData,
+                                         $problem_data);
+            $r->print($result);
+            $r->rflush();
+        } else {
+            if ($ENV{'form.AnalyzeOver'} eq 'Tries') {
+                my $analysis_html = &OR_tries_analysis($r,
+                                                    $PerformanceData,
+                                                    $problem_data);
+                $r->print($analysis_html);
+                $r->rflush();
+            } elsif ($ENV{'form.AnalyzeOver'} eq 'Time') {
+                my $analysis_html = &OR_time_analysis($PerformanceData,
+                                                   $problem_data);
+                $r->print($analysis_html);
+                $r->rflush();
+            } else {
+                $r->print('<h2>'.
+                          &mt('The analysis you have selected is '.
+                              'not supported at this time').
+                          '</h2>');
+            }
+        }
+    }
+}
 
-# Joson code for reading data from cache
-=pod
-sub OpStatus {
-    my ($problemID, $student, $ConceptData, $foil_to_concept,
-        $analyzeData, $cache)=@_;
-
-    my $ids = $analyzeData->{'parts'};
-
-    my @True = ();
-    my @False = ();
-    my $flag=0;
-
-    my $tries=0;
-
-    foreach my $id (@$ids) {
-	my ($part, $response) = split(/\./, $id);
-        my $time=$cache->{$student.':'.$problemID.':'.$part.':timestamp'};
-        my @submissions = split(':::', $cache->{$student.':'.$problemID.':'.
-                                                $part.':'.$response.
-                                                ':submission'});
-        foreach my $Resp (@submissions) {
-            my %submission=&Apache::lonnet::str2hash($Resp);
-            foreach (keys(%submission)) {
-                if($submission{$_}) {
-                    my $answer = $analyzeData->{$id.'.foil.value.'.$_};
-                    if($submission{$_} eq $answer) {
-                        &Decide("true", $foil_to_concept->{$_},
-                                $time, $ConceptData);
+#########################################################
+#
+#       Option Response:  Tries Analysis
+#
+#########################################################
+sub OR_tries_analysis {
+    my ($r,$PerformanceData,$ORdata) = @_;
+    my $mintries = 1;
+    my $maxtries = $ENV{'form.NumPlots'};
+    my ($table,$Foils,$Concepts) = &build_foil_index($ORdata);
+    my %response_data = &OR_analyze_by_tries($r,$PerformanceData,
+                                                     $mintries,$maxtries);
+    my $analysis = '';
+    #
+    # Compute the data necessary to make the plots
+    my @foil_plot; 
+    my @concept_data;
+    for (my $j=0;$j<=scalar(@$Concepts);$j++) {
+        my $concept = $Concepts->[$j];
+        foreach my $foilid (@{$concept->{'foils'}}) {
+            for (my $try=$mintries;$try<=$maxtries;$try++) {
+                # concept analysis data
+                $concept_data[$j]->[$try]->{'_correct'} +=
+                    $response_data{$foilid}->[$try]->{'_correct'};
+                $concept_data[$j]->[$try]->{'_total'} +=
+                    $response_data{$foilid}->[$try]->{'_total'};
+                #
+                # foil analysis data
+                if ($response_data{$foilid}->[$try]->{'_total'} == 0) {
+                    push(@{$foil_plot[$try]->{'_correct'}},0);
+                } else {
+                    push(@{$foil_plot[$try]->{'_correct'}},
+                         100*$response_data{$foilid}->[$try]->{'_correct'}/
+                         $response_data{$foilid}->[$try]->{'_total'});
+                }
+                foreach my $option (@{$ORdata->{'_Options'}}) {
+                    push(@{$foil_plot[$try]->{'_total'}},
+                         $response_data{$foilid}->[$try]->{'_total'});
+                    if ($response_data{$foilid}->[$try]->{'_total'} == 0) {
+                        push (@{$foil_plot[$try]->{$option}},0);
                     } else {
-                        &Decide("false", $foil_to_concept->{$_},
-                                $time, $ConceptData);
+                        if ($response_data{$foilid}->[$try]->{'_total'} ==
+                            $response_data{$foilid}->[$try]->{'_correct'}) {
+                            push(@{$foil_plot[$try]->{$option}},0);
+                        } else {
+                            push (@{$foil_plot[$try]->{$option}},
+                                  100 * 
+                                  $response_data{$foilid}->[$try]->{$option} / 
+                                  ($response_data{$foilid}->[$try]->{'_total'} 
+                                   - 
+                                   $response_data{$foilid}->[$try]->{'_correct'}
+                                   ));
+                        }
                     }
+                } # End of foreach my $option
+            }
+        } # End of foreach my $foilid
+    } # End of concept loops
+    # 
+    # Build a table for the plots
+    my $analysis_html = "<table>\n";
+    my $optionkey = &build_option_index($ORdata);
+    my $num_concepts = 1;
+    if (defined($Concepts)) { $num_concepts = scalar(@$Concepts); }
+    #
+    for (my $try=$mintries;$try<=$maxtries;$try++) {
+        if (! defined($response_data{'_total'}->[$try]) ||
+            $response_data{'_total'}->[$try] == 0) { 
+            if ($try > 1) {
+                $analysis_html.= '<tr><td align="center" colspan="4"><b>'.
+                    &mt('None of the selected students attempted the problem more than [_1] times.',$try-1).
+                    '</b></td></tr>';
+            } else {
+                $analysis_html.= '<tr><td colspan="4" align="center"><b>'.
+                    &mt('None of the selected students have attempted the problem').'</b></td></tr>';
+            }
+            last;
+        }
+        my $concept_graph='';
+        if ($num_concepts > 1) {
+            #
+            # Create concept plot
+            my @concept_plot_data;
+            for (my $j=0;$j<=$#concept_data;$j++) {
+                my $total = $concept_data[$j]->[$try]->{'_total'};
+                if ($total == 0) {
+                    $concept_plot_data[$j] = 0;
+                } else {
+                    $concept_plot_data[$j] = 100 * 
+                        sprintf('%0.3f',
+                                $concept_data[$j]->[$try]->{'_correct'} / 
+                                $total);
                 }
             }
+            #
+            my $title;
+            my $count = $response_data{'_total'}->[$try];
+            $title = 'Attempt '.$try.' (N='.$count.')';
+            $concept_graph = &Apache::loncommon::DrawBarGraph
+                ($title,'Concept Number','Percent Correct',
+                 100,$plotcolors,undef,\@concept_plot_data);
         }
-    }
-
-    return;
+        #
+        # Create Foil Plots
+        my $count = $response_data{'_total'}->[$try];
+        my $title = 'Attempt '.$try.' (N='.$count.')';
+        my @Datasets;
+        foreach my $option ('_correct',@{$ORdata->{'_Options'}}) {
+            next if (! exists($foil_plot[$try]->{$option}));
+            push(@Datasets,$foil_plot[$try]->{$option});
+        }
+        #
+        # Put a blank in the data set between concepts
+        for (my $set =0;$set<=$#Datasets;$set++) {
+            my @Data = @{$Datasets[$set]};
+            my $idx = 0;
+            foreach my $concept (@{$Concepts}) {
+                foreach my $foilid (@{$concept->{'foils'}}) {
+                    $Datasets[$set]->[$idx++]=shift(@Data);
+                }
+                if ($concept->{'name'} ne $Concepts->[-1]->{'name'}) {
+                    $Datasets[$set]->[$idx++] = 0;
+                }
+            }
+        }
+        #
+        # Set up the labels needed for the bar graph
+        my @Labels;
+        my $idx = 1;
+        foreach my $concept (@{$Concepts}) {
+            foreach my $foilid (@{$concept->{'foils'}}) {
+                push(@Labels,$idx++);
+            }
+            push(@Labels,'');
+        }
+        #
+        my $correct_graph = &Apache::loncommon::DrawBarGraph
+            ($title,'Foil Number','Percent Correct',
+             100,$plotcolors,\@Labels,$Datasets[0]);
+        
+        #
+        #
+        next if (! defined($Datasets[0]));
+        for (my $i=0; $i< scalar(@{$Datasets[0]});$i++) {
+            $Datasets[0]->[$i]=0;
+        }
+        $count = $response_data{'_total'}->[$try] - 
+                                           $response_data{'_correct'}->[$try];
+        $title = 'Attempt '.$try.' (N='.$count.')';
+        my $incorrect_graph = &Apache::loncommon::DrawBarGraph
+            ($title,'Foil Number','% Option Chosen Incorrectly',
+             100,$plotcolors,\@Labels,@Datasets);
+        $analysis_html.= 
+            '<tr>'.
+            '<td>'.$concept_graph.'</td>'.
+            '<td>'.$correct_graph.'</td>'.
+            '<td>'.$incorrect_graph.'</td>'.
+            '<td>'.$optionkey.'<td>'.
+            '</tr>'.$/;
+    }
+    $analysis_html .= "</table>\n";
+    $table .= $analysis_html;
+    return $table;
 }
-=cut
 
+sub OR_analyze_by_tries {
+    my ($r,$PerformanceData,$mintries,$maxtries) = @_;
+    my %Trydata;
+    $mintries = 1         if (! defined($mintries) || $mintries < 1);
+    $maxtries = $mintries if (! defined($maxtries) || $maxtries < $mintries);
+    foreach my $row (@$PerformanceData) {
+        next if (! defined($row));
+        my $tries = &get_tries_from_row($row);
+        my %Row   = &Process_OR_Row($row);
+        next if (! %Row);
+        while (my ($foilid,$href) = each(%Row)) {
+            if (! ref($href)) { 
+                $Trydata{$foilid}->[$tries] += $href;
+                next;
+            }
+            while (my ($option,$value) = each(%$href)) {
+                $Trydata{$foilid}->[$tries]->{$option}+=$value;
+            }
+        }
+    }
+    return %Trydata;
+}
 
-#restore the student submissions and finding the result
+#########################################################
+#
+#     Option Response: Time Analysis
+#
+#########################################################
+sub OR_time_analysis {
+    my ($performance_data,$ORdata) = @_;
+    my ($table,$Foils,$Concepts) = &build_foil_index($ORdata);
+    my $foilkey = &build_option_index($ORdata);
+    my $num_concepts = 1;
+    if (defined($Concepts)) { $num_concepts = scalar(@$Concepts); }
+    #
+    if ($num_concepts < 2) {
+        $table = '<h3>'.
+            &mt('Not enough data for concept analysis.  '.
+                'Performing Foil Analysis').
+                '</h3>'.$table;
+    }
+    #
+    my $num_plots = $ENV{'form.NumPlots'};
+    my $num_data = scalar(@$performance_data)-1;
+    my $percent = sprintf('%2f',100/$num_plots);
+    #
+    $table .= "<table>\n";
+    for (my $i=0;$i<$num_plots;$i++) {
+        ##
+        my $starttime = &Apache::lonhtmlcommon::get_date_from_form
+            ('startdate_'.$i);
+        my $endtime = &Apache::lonhtmlcommon::get_date_from_form
+            ('enddate_'.$i);
+        if (! defined($starttime) || ! defined($endtime)) {
+            my $sec_in_day = 86400;
+            my $last_sub_time = &get_time_from_row($performance_data->[-1]);
+            my ($sday,$smon,$syear);
+            (undef,undef,undef,$sday,$smon,$syear) = 
+                localtime($last_sub_time - $sec_in_day*$i);
+            $starttime = &Time::Local::timelocal(0,0,0,$sday,$smon,$syear);
+            $endtime = $starttime + $sec_in_day;
+            if ($i == ($num_plots -1 )) {
+                $starttime = &get_time_from_row($performance_data->[0]);
+            }
+        }
+        $table .= '<tr><td colspan="4" align="center">'.
+            &mt('Data from [_1] to [_2]',
+                &Apache::lonlocal::locallocaltime($starttime),
+                &Apache::lonlocal::locallocaltime($endtime)).'</td></tr>'.$/;
+        my $startdateform = &Apache::lonhtmlcommon::date_setter
+            ('Statistics','startdate_'.$i,$starttime);
+        my $enddateform = &Apache::lonhtmlcommon::date_setter
+            ('Statistics','enddate_'.$i,$endtime);
+        #
+        my $begin_index;
+        my $end_index;
+        my $j;
+        while (++$j < scalar(@$performance_data)) {
+            last if (&get_time_from_row($performance_data->[$j]) 
+                                                              > $starttime);
+        }
+        $begin_index = $j;
+        while ($j < scalar(@$performance_data)) {
+            if (&get_time_from_row($performance_data->[$j]) > $endtime) {
+                last;
+            } else {
+                $j++;
+            }
+        }
+        $end_index = $j;
+        ##
+        my $interval = {
+            begin_index => $begin_index,
+            end_index   => $end_index,
+            startdateform => $startdateform,
+            enddateform   => $enddateform,
+        };
+        my $concept_correct_plot = '';
+        if ($num_concepts > 1) {
+            $concept_correct_plot = 
+                &OR_Concept_Time_Analysis($performance_data,
+                                          $ORdata,$Concepts,
+                                          $interval);
+        }
+        my ($foil_correct_plot,$foil_incorrect_plot) = 
+            &OR_Foil_Time_Analysis($performance_data,$ORdata,
+                                   $Foils,$Concepts,$interval);
+        $table .= '<tr>'.
+            '<td>'.$concept_correct_plot.'</td>'.
+            '<td>'.$foil_correct_plot.'</td>'.
+            '<td>'.$foil_incorrect_plot.'</td>'.
+            '<td align="left" valign="top">'.$foilkey.'</td></tr>'.$/;
+        $table .= '<tr><td colspan="4" align="center">'.
+            &mt('Start time: [_1]',
+                $interval->{'startdateform'}).'<br />'.
+            &mt('End time: [_1]',
+                $interval->{'enddateform'}).
+                '</td></tr>'.$/;
+        $table.= '<tr><td colspan="4">&nbsp</td></tr>'.$/;
+    }
+    $table .= '</table>';
+    #
+    return $table;
+}
 
-sub OpStatus {
-    my ($problemID, $student, $ConceptData, $foil_to_concept,
-        $analyzeData, $cache, $courseID)=@_;
-
-    my $ids = $analyzeData->{'parts'};
-    my ($uname,$udom)=split(/\:/,$student);
-    my $symb  = $cache->{$problemID.':problem'};
-
-    my @True = ();
-    my @False = ();
-    my $flag=0;
-    my $tries=0;
-
-    foreach my $id (@$ids) {
-	my ($part, $response) = split(/\./, $id);
-    	my %reshash=&Apache::lonnet::restore($symb,$courseID,$udom,$uname);
-    	if ($reshash{'version'}) {
-            my $tries=0;
-            for (my $version=1;$version<=$reshash{'version'};$version++) {
-	    	my $time=$reshash{"$version:timestamp"};
-	    	foreach my $key (sort(split(/\:/,$reshash{$version.':keys'}))) {
-                    if (($key=~/\.(\w+)\.(\w+)\.submission$/)) {
-		        my $Id1 = $1; my $Id2 = $2;
-		        #check if this is a repeat submission, if so skip it
-          	        if ($reshash{"$version:resource.$Id1.previous"}) { next; }
-		        #if no solved this wasn't a real submission, ignore it
-		        if (!defined($reshash{"$version:resource.$Id1.solved"})) {
-			    &Apache::lonxml::debug("skipping ");
-			    next;
-		        }
-		        my $Resp = $reshash{"$version:$key"};
-		        my %submission=&Apache::lonnet::str2hash($Resp);
-		        foreach (keys %submission) {
-			    my $Ansr = $analyzeData->{"$Id1.$Id2.foil.value.$_"};
-                    	    if($submission{$_} eq $Ansr) {
-                        	&Decide("true", $foil_to_concept->{$_},
-                                	$time, $ConceptData);
-                    	    } else {
-                        	&Decide("false", $foil_to_concept->{$_},
-					$time, $ConceptData);
-                    	    }
-		        }
-	            }
-	        }
+sub OR_Foil_Time_Analysis {
+    my ($performance_data,$ORdata,$Foils,$Concepts,$interval) = @_;
+    my $analysis_html;
+    my ($begin_index,$end_index) = ($interval->{'begin_index'},
+                                    $interval->{'end_index'});
+    my %TimeData;
+    #
+    # Compute the number getting the foils correct or incorrects
+    for (my $j=$begin_index;$j<=$end_index;$j++) {
+        my $row = $performance_data->[$j];
+        next if (! defined($row));
+        my %Row = &Process_OR_Row($row);
+        while (my ($foilid,$href) = each(%Row)) {
+            if (! ref($href)) {
+                $TimeData{$foilid} += $href;
+                next;
             }
+            while (my ($option,$value) = each(%$href)) {
+                $TimeData{$foilid}->{$option}+=$value;
+            }
+        }
+    }
+    my @plotdata;
+    my @labels;
+    foreach my $concept (@{$Concepts}) {
+        foreach my $foil (@{$concept->{'foils'}}) {
+            push(@labels,scalar(@labels)+1);
+            my $total = $TimeData{$foil}->{'_total'};
+            if ($total == 0) {
+                push(@{$plotdata[0]},0);
+            } else {
+                push(@{$plotdata[0]},
+                     100 * $TimeData{$foil}->{'_correct'} / $total);
+            }
+            my $total_incorrect = $total - $TimeData{$foil}->{'_correct'};
+            for (my $i=0;$i<scalar(@{$ORdata->{'_Options'}});$i++) {
+                my $option = $ORdata->{'_Options'}->[$i];
+                if ($total_incorrect == 0) {
+                    push(@{$plotdata[$i+1]},0);
+                } else {
+                    push(@{$plotdata[$i+1]},
+                         100 * $TimeData{$foil}->{$option} / $total_incorrect);
+                }
+            }
+        }
+        # Put in a blank one
+        push(@labels,'');
+        push(@{$plotdata[0]},0);
+        for (my $i=0;$i<scalar(@{$ORdata->{'_Options'}});$i++) {
+            push(@{$plotdata[$i+1]},0);
         }
     }
+    #
+    # Create the plot
+    my $count = $end_index-$begin_index;
+    return ('No data','') if ($count <= 0);
+    my $title;
+    if ($count == 0) {
+        $title = 'no submissions';
+    } elsif ($count == 1) {
+        $title = 'one submission';
+    } elsif ($count > 1) {
+        $title = $count.' submissions';
+    }
+    my $correct_plot = &Apache::loncommon::DrawBarGraph($title,
+                                                       'Foil Number',
+                                                       'Percent Correct',
+                                                       100,
+                                                       $plotcolors,
+                                                       undef,
+                                                       $plotdata[0]);
+    for (my $j=0; $j< scalar(@{$plotdata[0]});$j++) {
+        $plotdata[0]->[$j]=0;
+    }
+    $count = $end_index-$begin_index-$TimeData{'_correct'};
+    if ($count == 0) {
+        $title = 'no submissions';
+    } elsif ($count < 0) {
+        return ($correct_plot,'');
+    } elsif ($count == 1) {
+        $title = 'one submission';
+    } else {
+        $title = $count.' submissions';
+    }
+    my $incorrect_plot = &Apache::loncommon::DrawBarGraph($title,
+                                                 'Foil Number',
+                                                 'Incorrect Option Choice',
+                                                 100,
+                                                 $plotcolors,
+                                                 undef,
+                                                 @plotdata);
+    return ($correct_plot,$incorrect_plot);
+}
 
-    return;
+sub OR_Concept_Time_Analysis {
+    my ($performance_data,$ORdata,$Concepts,$interval) = @_;
+    ##
+    ## Determine starttime, endtime, startindex, endindex
+    my ($begin_index,$end_index) = ($interval->{'begin_index'},
+                                    $interval->{'end_index'});
+    my %TimeData;
+    #
+    # Compute the number getting the foils correct or incorrects
+    for (my $j=$begin_index;$j<=$end_index;$j++) {
+        my $row = $performance_data->[$j];
+        next if (! defined($row));
+        my %Row = &Process_OR_Row($row);
+        while (my ($foilid,$href) = each(%Row)) {
+            if (! ref($href)) {
+                $TimeData{$foilid} += $href;
+                next;
+            }
+            while (my ($option,$value) = each(%$href)) {
+                $TimeData{$foilid}->{$option}+=$value;
+            }
+        }
+    }
+    #
+    # Put the data in plottable form
+    my @plotdata;
+    foreach my $concept (@$Concepts) {
+        my ($total,$correct);
+        foreach my $foil (@{$concept->{'foils'}}) {
+            $total += $TimeData{$foil}->{'_total'};
+            $correct += $TimeData{$foil}->{'_correct'};
+        }
+        if ($total == 0) {
+            push(@plotdata,0);
+        } else {
+            push(@plotdata,100 * $correct / $total);
+        }
+    }
+    #
+    # Create the plot
+    my $title = ($end_index - $begin_index).' submissions';
+    return &Apache::loncommon::DrawBarGraph($title,
+                                            'Concept Number',
+                                            'Percent Correct',
+                                            100,
+                                            $plotcolors,
+                                            undef,
+                                            \@plotdata);
 }
 
+#########################################################
+#########################################################
+##
+##             Excel output 
+##
+#########################################################
+#########################################################
+sub OR_excel_sheet {
+    my ($r,$resource,$performance_data,$ORdata) = @_;
+    my $response = '';
+    my (undef,$Foils,$Concepts) = &build_foil_index($ORdata);
+    #
+    # Create excel worksheet
+    my $filename = '/prtspool/'.
+        $ENV{'user.name'}.'_'.$ENV{'user.domain'}.'_'.
+        time.'_'.rand(1000000000).'.xls';
+    my $workbook  = Spreadsheet::WriteExcel->new('/home/httpd'.$filename);
+    if (! defined($workbook)) {
+        $r->log_error("Error creating excel spreadsheet $filename: $!");
+        $r->print('<p>'.&mt("Unable to create new Excel file.  ".
+                            "This error has been logged.  ".
+                            "Please alert your LON-CAPA administrator").
+                  '</p>');
+        return undef;
+    }
+    #
+    $workbook->set_tempdir('/home/httpd/perl/tmp');
+    my $format = &Apache::loncommon::define_excel_formats($workbook);
+    #
+    # Create and populate main worksheets
+    my $problem_data_sheet  = $workbook->addworksheet('Problem Data');
+    my $student_data_sheet = &build_student_data_worksheet($workbook,$format);
+    my $response_data_sheet = $workbook->addworksheet('Response Data');
+    foreach my $sheet ($problem_data_sheet,$student_data_sheet,
+                       $response_data_sheet) {
+        $sheet->write(0,0,$resource->{'title'},$format->{'h2'});
+        $sheet->write(1,0,$resource->{'src'},$format->{'h3'});
+    }
+    #
+    my $result;
+    $result = &OR_build_problem_data_worksheet($problem_data_sheet,$format,
+                                            $Concepts,$ORdata);
+    if ($result ne 'okay') {
+        # Do something useful
+    }
+    $result = &OR_build_response_data_worksheet($response_data_sheet,$format,
+                                             $performance_data,$Foils,
+                                             $ORdata);
+    if ($result ne 'okay') {
+        # Do something useful
+    }
+    $response_data_sheet->activate();
+    #
+    # Close the excel file
+    $workbook->close();
+    #
+    # Write a link to allow them to download it
+    $result .= '<h2>'.&mt('Excel Raw Data Output').'</h2>'.
+              '<p><a href="'.$filename.'">'.
+              &mt('Your Excel spreadsheet.').
+              '</a></p>'."\n";
+    return $result;
+}
 
-sub DrawGraph {
-    my ($k,$Src,$Concepts,$ConceptData)=@_;
-    my $Max=0;
-    my @data1;
-    my @data2;
-
-    # Adjust Data and find the Max
-    for (my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	my $tmp=$Concepts->[$n];
-	$data1[$n]=$ConceptData->{$tmp.'.'.$k.'.true'};
-	$data2[$n]=$ConceptData->{$tmp.'.'.$k.'.false'};
-	my $Sum=$data1[$n]+$data2[$n];
-	if($Max < $Sum) {
-            $Max=$Sum;
-        }
-    }
-    for (my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	if ($data1[$n]+$data2[$n]<$Max) {
-	    $data2[$n]+=$Max-($data1[$n]+$data2[$n]);
-	}
-    }
-    my $P_No = (scalar @data1);
-
-    if($Max > 1) { 
-	$Max += (10 - $Max % 10);
-	$Max = int($Max);
+sub OR_build_problem_data_worksheet {
+    my ($worksheet,$format,$Concepts,$ORdata) = @_;
+    my $rows_output = 3;
+    my $cols_output = 0;
+    $worksheet->write($rows_output++,0,'Problem Structure',$format->{'h3'});
+    ##
+    ##
+    my @Headers;
+    if (@$Concepts > 1) {
+        @Headers = ("Concept\nNumber",'Concept',"Foil\nNumber",
+                    'Foil Name','Foil Text','Correct value');
     } else {
-        $Max = 1;
+        @Headers = ('Foil Number','FoilName','Foil Text','Correct value');
     }
-
-    my $Titr=($ConceptData->{'Interval'}>1) ? $Src.'_interval_'.($k+1) : $Src;
-#    $GData=$Titr.'&Concepts'.'&'.'Answers'.'&'.$Max.'&'.$P_No.'&'.$data1.'&'.$data2;
-    my $GData = '';
-    $GData  = $Titr.'&Concepts&Answers&'.$Max.'&'.$P_No.'&';
-    $GData .= (join(',',@data1)).'&'.(join(',',@data2));
-
-    return '<IMG src="/cgi-bin/graph.png?'.$GData.'" border=1/>';
-}
-
-sub DrawTable {
-    my ($k,$Concepts,$ConceptData)=@_;
-    my $Max=0;
-    my @data1;
-    my @data2;
-    my $Correct=0;
-    my $Wrong=0;
-    for(my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	my $tmp=$Concepts->[$n];
-	$data1[$n]=$ConceptData->{$tmp.'.'.$k.'.true'};
-	$Correct+=$data1[$n];
-	$data2[$n]=$ConceptData->{$tmp.'.'.$k.'.false'};
-	$Wrong+=$data2[$n];
-	my $Sum=$data1[$n]+$data2[$n];
-	if($Max < $Sum) {
-            $Max=$Sum;
-        }
-    }
-    for(my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	if ($data1[$n]+$data2[$n]<$Max) {
-	    $data2[$n]+=$Max-($data1[$n]+$data2[$n]);
-	}
+    $worksheet->write_row($rows_output++,0,\@Headers,$format->{'header'});
+    my %Foildata = %{$ORdata->{'_Foils'}};
+    my $conceptindex = 1;
+    my $foilindex = 1;
+    foreach my $concept (@$Concepts) {
+        my @FoilsInConcept = @{$concept->{'foils'}};
+        my $firstfoil = shift(@FoilsInConcept);
+        if (@$Concepts > 1) {
+            $worksheet->write_row($rows_output++,0,
+                                  [$conceptindex,
+                                   $concept->{'name'},
+                                   $foilindex++,
+                                   $Foildata{$firstfoil}->{'name'},
+                                   $Foildata{$firstfoil}->{'text'},
+                                   $Foildata{$firstfoil}->{'value'},]);
+        } else {
+            $worksheet->write_row($rows_output++,0,
+                                  [ $foilindex++,
+                                    $Foildata{$firstfoil}->{'name'},
+                                    $Foildata{$firstfoil}->{'text'},
+                                    $Foildata{$firstfoil}->{'value'},]);
+        }
+        foreach my $foilid (@FoilsInConcept) {
+            if (@$Concepts > 1) {
+                $worksheet->write_row($rows_output++,0,
+                                      ['',
+                                       '',
+                                       $foilindex,
+                                       $Foildata{$foilid}->{'name'},
+                                       $Foildata{$foilid}->{'text'},
+                                       $Foildata{$foilid}->{'value'},]);
+            } else {
+                $worksheet->write_row($rows_output++,0,                
+                                      [$foilindex,
+                                       $Foildata{$foilid}->{'name'},
+                                       $Foildata{$foilid}->{'text'},
+                                       $Foildata{$foilid}->{'value'},]);
+            }                
+        } continue {
+            $foilindex++;
+        }
+    } continue {
+        $conceptindex++;
     }
-    my $P_No = (scalar @data1);
-    my $Str = '';
-#    $Str .= '<br><b>From: ['.localtime($ConceptData->{'Int.'.($k-1)});
-#    $Str .= '] To: ['.localtime($ConceptData->{"Int.$k"}).']</b>';
-    $Str .= "\n".'<table border=2>'.
-            "\n".'<tr>'.
-            "\n".'<th> # </th>'.
-            "\n".'<th> Concept </th>'.
-            "\n".'<th> Correct </th>'.
-            "\n".'<th> Wrong </th>'.
-            "\n".'</tr>';
-
-    for(my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	$Str .= '<tr>'."\n";
-        $Str .= '<td>'.($n+1).'</td>'."\n";
-        my ($currentConcept) = split('::',$Concepts->[$n]);
-        $Str .= '<td bgcolor="EEFFCC">'.$currentConcept;
-        $Str .= '</td>'."\n";
-        $Str .= '<td bgcolor="DDFFDD">'.$data1[$n].'</td>'."\n";
-        $Str .= '<td bgcolor="FFDDDD">'.$data2[$n].'</td>'."\n";
-        $Str .= '</tr>'."\n";
-    }
-    $Str .= '<td></td><td><b>From:['.localtime($ConceptData->{'Int.'.$k});
-    $Str .= '] To: ['.localtime($ConceptData->{'Int.'.($k+1)}-1);
-    $Str .= ']</b></td><td>'.$Correct.'</td><td>'.$Wrong.'</td>';
-    $Str .= '</table>'."\n";
-
-    return $Str;
-#$Apache::lonxml::debug=1;
-#&Apache::lonhomework::showhash(%ConceptData);
-#$Apache::lonxml::debug=0;
-}
-
-#---- END Analyze Web Page ----------------------------------------------
-
-sub Decide {
-    #deciding the true or false answer belongs to each interval
-    my ($type,$concept,$time,$ConceptData)=@_; 
-    my $k=0;
-    while($time > $ConceptData->{'Int.'.($k+1)} && 
-           $k < $ConceptData->{'Interval'}) {
-        $k++;
+    $rows_output++;
+    $rows_output++;
+    ##
+    ## Option data output
+    $worksheet->write($rows_output++,0,'Options',$format->{'header'});
+    foreach my $string (@{$ORdata->{'_Options'}}) {
+        $worksheet->write($rows_output++,0,$string);
     }
-    $ConceptData->{$concept.'.'.$k.'.'.$type}++;
+    return 'okay';
+}
 
+sub OR_build_response_data_worksheet {
+    my ($worksheet,$format,$performance_data,$Foils,$ORdata)=@_;
+    my $rows_output = 3;
+    my $cols_output = 0;
+    $worksheet->write($rows_output++,0,'Response Data',$format->{'h3'});
+    $worksheet->set_column(1,1,20);
+    $worksheet->set_column(2,2,13);
+    my @Headers = ('identifier','time','award detail','attempt');
+    foreach my $foil (@$Foils) {
+        push (@Headers,$foil.' submission');
+        push (@Headers,$foil.' grading');
+    }
+    $worksheet->write_row($rows_output++,0,\@Headers,$format->{'header'});
+    #
+    foreach my $row (@$performance_data) {
+        next if (! defined($row));
+        my ($student,$award,$grading,$submission,$time,$tries) = @$row;
+        my @Foilgrades = split('&',$grading);
+        my @Foilsubs   = split('&',$submission);
+        my %response_data;
+        for (my $j=0;$j<=$#Foilgrades;$j++) {
+            my ($foilid,$correct)  = split('=',$Foilgrades[$j]);
+            my (undef,$submission) = split('=',$Foilsubs[$j]);
+            $submission = &Apache::lonnet::unescape($submission);
+            $response_data{$foilid.' submission'}=$submission;
+            $response_data{$foilid.' award'}=$correct;
+        }
+        $worksheet->write($rows_output,$cols_output++,$student);
+        $worksheet->write($rows_output,$cols_output++,
+             &Apache::lonstathelpers::calc_serial($time),$format->{'date'});
+        $worksheet->write($rows_output,$cols_output++,$award);
+        $worksheet->write($rows_output,$cols_output++,$tries);
+        foreach my $foilid (@$Foils) {
+            $worksheet->write($rows_output,$cols_output++,
+                              $response_data{$foilid.' submission'});
+            $worksheet->write($rows_output,$cols_output++,
+                              $response_data{$foilid.' award'});
+        }
+        $rows_output++;
+        $cols_output = 0;
+    }
     return;
 }
 
-sub InitAnalysis {
-    my ($uri,$part,$responseId,$problem,$student,$courseID)=@_;
-    my ($name,$domain)=split(/\:/,$student);
-
-    my %analyzeData;
-    # Render the student's view of the problem.  $Answ is the problem 
-    # Stringafied
-    my $Answ=&Apache::lonnet::ssi($uri,('grade_target'   => 'analyze',
-                                        'grade_username' => $name,
-                                        'grade_domain'   => $domain,
-                                        'grade_courseid' => $courseID,
-                                        'grade_symb'     => $problem));
-    my ($Answer)=&Apache::lonnet::str2hashref($Answ);
-
-    my $found = 0;
-    my @parts=();
-    if(defined($responseId)) {
-        foreach (@{$Answer->{'parts'}}) {
-            if($_ eq $part.'.'.$responseId) {
-                push(@parts, $_);
-                $found = 1;
-                last;
-            }
+sub build_foil_index {
+    my ($ORdata) = @_;
+    return if (! exists($ORdata->{'_Foils'}));
+    my %Foildata = %{$ORdata->{'_Foils'}};
+    my @Foils = sort(keys(%Foildata));
+    my %Concepts;
+    foreach my $foilid (@Foils) {
+        push(@{$Concepts{$Foildata{$foilid}->{'_Concept'}}},
+             $foilid);
+    }
+    undef(@Foils);
+    # Having gathered the concept information in a hash, we now translate it
+    # into an array because we need to be consistent about order.
+    # Also put the foils in order, too.
+    my $sortfunction = sub {
+        my %Numbers = (one   => 1,
+                       two   => 2,
+                       three => 3,
+                       four  => 4,
+                       five  => 5,
+                       six   => 6,
+                       seven => 7,
+                       eight => 8,
+                       nine  => 9,
+                       ten   => 10,);
+        my $a1 = lc($a); 
+        my $b1 = lc($b);
+        if (exists($Numbers{$a1})) {
+            $a1 = $Numbers{$a1};
+        }
+        if (exists($Numbers{$b1})) {
+            $b1 = $Numbers{$b1};
+        }
+        if (($a1 =~/^\d+$/) && ($b1 =~/^\d+$/)) {
+            return $a1 <=> $b1;
+        } else {
+            return $a1 cmp $b1;
+        }
+    };
+    my @Concepts;
+    foreach my $concept (sort $sortfunction (keys(%Concepts))) {
+        if (! defined($Concepts{$concept})) {
+            $Concepts{$concept}=[];
+#            next;
         }
+        push(@Concepts,{ name => $concept,
+                        foils => [@{$Concepts{$concept}}]});
+        push(@Foils,(@{$Concepts{$concept}}));
+    }
+    #
+    # Build up the table of row labels.
+    my $table = '<table border="1" >'."\n";
+    if (@Concepts > 1) {
+        $table .= '<tr>'.
+            '<th>'.&mt('Concept Number').'</th>'.
+            '<th>'.&mt('Concept').'</th>'.
+            '<th>'.&mt('Foil Number').'</th>'.
+            '<th>'.&mt('Foil Name').'</th>'.
+            '<th>'.&mt('Foil Text').'</th>'.
+            '<th>'.&mt('Correct Value').'</th>'.
+            "</tr>\n";
     } else {
-        foreach (@{$Answer->{'parts'}}) {
-            if($_ =~ /$part/) {
-                push(@parts, $_);
-                $found = 1;
-                last;
-            }
+        $table .= '<tr>'.
+            '<th>'.&mt('Foil Number').'</th>'.
+            '<th>'.&mt('Foil Name').'</th>'.
+            '<th>'.&mt('Foil Text').'</th>'.
+            '<th>'.&mt('Correct Value').'</th>'.
+            "</tr>\n";
+    }        
+    my $conceptindex = 1;
+    my $foilindex = 1;
+    foreach my $concept (@Concepts) {
+        my @FoilsInConcept = @{$concept->{'foils'}};
+        my $firstfoil = shift(@FoilsInConcept);
+        if (@Concepts > 1) {
+            $table .= '<tr>'.
+                '<td>'.$conceptindex.'</td>'.
+                '<td>'.&HTML::Entities::encode($concept->{'name'},'<>&"').'</td>'.
+                '<td>'.$foilindex++.'</td>'.
+                '<td>'.&HTML::Entities::encode($Foildata{$firstfoil}->{'name'},'<>&"').'</td>'.
+                '<td>'.$Foildata{$firstfoil}->{'text'}.'</td>'.
+                '<td>'.&HTML::Entities::encode($Foildata{$firstfoil}->{'value'},'<>&"').'</td>'.
+                "</tr>\n";
+        } else {
+            $table .= '<tr>'.
+                '<td>'.$foilindex++.'</td>'.
+                '<td>'.&HTML::Entities::encode($Foildata{$firstfoil}->{'name'},'<>&"').'</td>'.
+                '<td>'.$Foildata{$firstfoil}->{'text'}.'</td>'.
+                '<td>'.&HTML::Entities::encode($Foildata{$firstfoil}->{'value'},'<>&"').'</td>'.
+                "</tr>\n";
         }
+        foreach my $foilid (@FoilsInConcept) {
+            if (@Concepts > 1) {
+                $table .= '<tr>'.
+                    '<td></td>'.
+                    '<td></td>'.
+                    '<td>'.$foilindex.'</td>'.
+                    '<td>'.&HTML::Entities::encode($Foildata{$foilid}->{'name'},'<>&"').'</td>'.
+                    '<td>'.$Foildata{$foilid}->{'text'}.'</td>'.
+                    '<td>'.&HTML::Entities::encode($Foildata{$foilid}->{'value'},'<>&"').'</td>'.
+                    "</tr>\n";
+            } else {
+                $table .= '<tr>'.
+                    '<td>'.$foilindex.'</td>'.
+                    '<td>'.&HTML::Entities::encode($Foildata{$foilid}->{'name'},'<>&"').'</td>'.
+                    '<td>'.$Foildata{$foilid}->{'text'}.'</td>'.
+                    '<td>'.&HTML::Entities::encode($Foildata{$foilid}->{'value'},'<>&"').'</td>'.
+                    "</tr>\n";
+            }                
+        } continue {
+            $foilindex++;
+        }
+    } continue {
+        $conceptindex++;
     }
+    $table .= "</table>\n";
+    #
+    # Build option index with color stuff
+    return ($table,\@Foils,\@Concepts);
+}
 
-    if($found == 0) {
-        $analyzeData{'error'} = 'No parts matching selected values';
-        return \%analyzeData;
-    }
-
-    my @Concepts=();
-    my %foil_to_concept;
-    foreach my $currentPart (@parts) {
-        if(defined($Answer->{$currentPart.'.concepts'})) {
-            foreach my $concept (@{$Answer->{$currentPart.'.concepts'}}) {
-                push(@Concepts, $concept);
-                foreach my $foil (@{$Answer->{$currentPart.'.concept.'.
-                                            $concept}}) {
-                    $analyzeData{$currentPart.'.foil.value.'.$foil} =
-                        $Answer->{$currentPart.'.foil.value.'.$foil};
-                    $foil_to_concept{$foil} = $concept;
-                }
-            }
-        } else {
-            foreach (keys(%$Answer)) {
-                if(/$currentPart.foil\.value\.(.*)$/) {
-                    push(@Concepts, $1);
-                    $foil_to_concept{$1} = $1;
-                    $analyzeData{$currentPart.'.foil.value.'.$1} =
-                        $Answer->{$currentPart.'.foil.value.'.$1};
-                }
-            }
+sub build_option_index {
+    my ($ORdata)= @_;
+    my $table = "<table>\n";
+    my $optionindex = 0;
+    my @Rows;
+    foreach my $option (&mt('correct option chosen'),@{$ORdata->{'_Options'}}) {
+        push (@Rows,
+              '<tr>'.
+              '<td bgcolor="'.$plotcolors->[$optionindex++].'">'.
+              ('&nbsp;'x4).'</td>'.
+              '<td>'.&HTML::Entities::encode($option,'<>&"').'</td>'.
+              "</tr>\n");
+    }
+    shift(@Rows); # Throw away 'correct option chosen' color
+    $table .= join('',reverse(@Rows));
+    $table .= "</table>\n";
+}
+
+#########################################################
+#########################################################
+##
+##   Generic Interface Routines
+##
+#########################################################
+#########################################################
+sub CreateInterface {
+    ##
+    ## Environment variable initialization
+    if (! exists$ENV{'form.AnalyzeOver'}) {
+        $ENV{'form.AnalyzeOver'} = 'Tries';
+    }
+    ##
+    ## Build the menu
+    my $Str = '';
+    $Str .= &Apache::lonhtmlcommon::breadcrumbs
+        (undef,'Detailed Problem Analysis');
+    $Str .= '<table cellspacing="5">'."\n";
+    $Str .= '<tr>';
+    $Str .= '<td align="center"><b>'.&mt('Sections').'</b></td>';
+    $Str .= '<td align="center"><b>'.&mt('Enrollment Status').'</b></td>';
+#    $Str .= '<td align="center"><b>'.&mt('Sequences and Folders').'</b></td>';
+    $Str .= '<td align="center">&nbsp;</td>';
+    $Str .= '</tr>'."\n";
+    ##
+    ## 
+    $Str .= '<tr><td align="center">'."\n";
+    $Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
+    $Str .= '</td>';
+    #
+    $Str .= '<td align="center">';
+    $Str .= &Apache::lonhtmlcommon::StatusOptions(undef,undef,5);
+    $Str .= '</td>';
+    #
+#    $Str .= '<td align="center">';
+    my $only_seq_with_assessments = sub { 
+        my $s=shift;
+        if ($s->{'num_assess'} < 1) { 
+            return 0;
+        } else { 
+            return 1;
         }
+    };
+    &Apache::lonstatistics::MapSelect('Maps','multiple,all',5,
+                                              $only_seq_with_assessments);
+    ##
+    ##
+    $Str .= '<td>';
+    ##
+    my $showprob_checkbox = 
+        '<input type="checkbox" name="show_prob" value="true" ';
+    if ($ENV{'form.show_prob'} eq 'true') {
+        $showprob_checkbox .= 'checked ';
+    }
+    $showprob_checkbox.= ' />';
+    $Str.= '<nobr><label>'.
+        &mt('Show problem [_1]',$showprob_checkbox).
+        '</label></nobr><br />';
+    ##
+    my $analyze_selector = '<select name="AnalyzeOver" >';
+    $analyze_selector .= '<option value="Tries" ';
+    if (! exists($ENV{'form.AnalyzeOver'}) || 
+        $ENV{'form.AnalyzeOver'} eq 'Tries'){
+        # Default to Tries
+        $analyze_selector .= ' selected ';
+    }
+    $analyze_selector .= '>'.&mt('Tries').'</option>';
+    $analyze_selector .= '<option value="Time" ';
+    $analyze_selector .= ' selected ' if ($ENV{'form.AnalyzeOver'} eq 'Time');
+    $analyze_selector .= '>'.&mt('Time').'</option>';
+    $analyze_selector .= '</select>';
+    $Str .= '<nobr><label>'.
+        &mt('Analyze Over [_1] [_2]',
+            $analyze_selector,
+            &Apache::loncommon::help_open_topic('Analysis_Analyze_Over')).
+            '</label></nobr><br />'.$/;
+    ##
+    my $numplots_selector = '<select name="NumPlots">';
+    if (! exists($ENV{'form.NumPlots'}) 
+        || $ENV{'form.NumPlots'} < 1 
+        || $ENV{'form.NumPlots'} > 20) {
+        $ENV{'form.NumPlots'} = 5;
+    }
+    foreach my $i (1,2,3,4,5,6,7,8,10,15,20) {
+        $numplots_selector .= '<option value="'.$i.'" ';
+        if ($ENV{'form.NumPlots'} == $i) { $numplots_selector.=' selected '; }
+        $numplots_selector .= '>'.$i.'</option>';
+    }
+    $numplots_selector .= '</select></nobr><br />';
+    $Str .= '<nobr><label>'.&mt('Number of Plots [_1]',$numplots_selector).
+        '</label></nobr>';
+    ##
+    $Str .= '<nobr><label>'.&mt('Status: [_1]',
+                                 '<input type="text" '.
+                                 'name="stats_status" size="60" value="" />'
+                                 ).
+                    '</label></nobr>';
+    $Str .= '</td>';
+    ##
+    ##
+    $Str .= '</tr>'."\n";
+    $Str .= '</table>'."\n";
+    return $Str;
+}
+
+#########################################################
+#########################################################
+##
+##              Misc Option Response functions
+##
+#########################################################
+#########################################################
+sub get_time_from_row {
+    my ($row) = @_;
+    if (ref($row)) {
+        return $row->[&Apache::loncoursedata::RD_timestamp()];
+    } 
+    return undef;
+}
+
+sub get_tries_from_row {
+    my ($row) = @_;
+    if (ref($row)) {
+        return $row->[&Apache::loncoursedata::RD_tries()];
     }
+    return undef;
+}
 
-    $analyzeData{'parts'} = \@parts;
-    $analyzeData{'concepts'} = \@Concepts;
-    $analyzeData{'foil_to_concept'} = \%foil_to_concept;
-
-    return \%analyzeData;
-}
-
-sub Interval {
-    my ($part,$symb,$interval,$Concepts,$ConceptData)=@_;
-    my $Int=$interval;
-    my $due = &Apache::lonnet::EXT('resource.'.$part.'.duedate',$symb);
-    my $opn = &Apache::lonnet::EXT('resource.'.$part.'.opendate',$symb);
-    my $add=int(($due-$opn)/$Int);
-    $ConceptData->{'Int.0'}=$opn;
-    for(my $i=1; $i<$Int; $i++) {
-	$ConceptData->{'Int.'.$i}=$opn+$i*$add;
-    }
-    $ConceptData->{'Int.'.$Int}=$due;
-    for(my $i=0; $i<$Int; $i++) {
-	for(my $n=0; $n<(scalar @$Concepts); $n++ ) {
-	    my $tmp=$Concepts->[$n];
-	    $ConceptData->{$tmp.'.'.$i.'.true'}=0;
-	    $ConceptData->{$tmp.'.'.$i.'.false'}=0;
-	}
+sub hashify_attempt {
+    my ($row) = @_;
+    my %attempt;
+    $attempt{'tries'}      = $row->[&Apache::loncoursedata::RD_tries()];
+    $attempt{'submission'} = $row->[&Apache::loncoursedata::RD_submission()];
+    $attempt{'award'}      = $row->[&Apache::loncoursedata::RD_awarddetail()];
+    $attempt{'timestamp'}  = $row->[&Apache::loncoursedata::RD_timestamp()];
+    return %attempt;
+}
+
+sub Process_OR_Row {
+    my ($row) = @_;
+    my %RowData;
+    my $student_id = $row->[&Apache::loncoursedata::RD_student_id()];
+    my $award      = $row->[&Apache::loncoursedata::RD_awarddetail()];
+    my $grading    = $row->[&Apache::loncoursedata::RD_response_eval()];
+    my $submission = $row->[&Apache::loncoursedata::RD_submission()];
+    my $time       = $row->[&Apache::loncoursedata::RD_timestamp()];
+    my $tries      = $row->[&Apache::loncoursedata::RD_tries()];
+    return undef if ($award eq 'MISSING_ANSWER');
+    if ($award =~ /(APPROX_ANS|EXACT_ANS)/) {
+        $RowData{'_correct'} = 1;
+    }
+    $RowData{'_total'} = 1;
+    my @Foilgrades = split('&',$grading);
+    my @Foilsubs   = split('&',$submission);
+    for (my $j=0;$j<=$#Foilgrades;$j++) {
+        my ($foilid,$correct)  = split('=',$Foilgrades[$j]);
+        $foilid = &Apache::lonnet::unescape($foilid);
+        my (undef,$submission) = split('=',$Foilsubs[$j]);
+        if ($correct) {
+            $RowData{$foilid}->{'_correct'}++;
+        } else {
+            $submission = &Apache::lonnet::unescape($submission);
+            $RowData{$foilid}->{$submission}++;
+        }
+        $RowData{$foilid}->{'_total'}++;
     }
+    return %RowData;
 }
+
 1;
+
 __END__