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

matthew lon-capa-cvs@mail.lon-capa.org
Tue, 28 Sep 2004 20:41:58 -0000


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matthew		Tue Sep 28 16:41:58 2004 EDT

  Modified files:              
    /loncom/interface/statistics	lonproblemanalysis.pm 
  Log:
  Interface simplification: got rid of "analyze as" nonsense.  We try to 
  produce three plots for each attempt or time interval: concept, foil correct,
  and foil incorrect.  If there is only one concept the concept plot is omitted.
  Some Style Police(tm) induced changes.  Titles of plots are more consistent
  (since they appear on the same page now).
  
  
--matthew1096404118
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Content-Disposition: attachment; filename="matthew-20040928164158.txt"

Index: loncom/interface/statistics/lonproblemanalysis.pm
diff -u loncom/interface/statistics/lonproblemanalysis.pm:1.87 loncom/interface/statistics/lonproblemanalysis.pm:1.88
--- loncom/interface/statistics/lonproblemanalysis.pm:1.87	Thu Jun 24 14:47:36 2004
+++ loncom/interface/statistics/lonproblemanalysis.pm	Tue Sep 28 16:41:58 2004
@@ -1,6 +1,6 @@
 # The LearningOnline Network with CAPA
 #
-# $Id: lonproblemanalysis.pm,v 1.87 2004/06/24 18:47:36 matthew Exp $
+# $Id: lonproblemanalysis.pm,v 1.88 2004/09/28 20:41:58 matthew Exp $
 #
 # Copyright Michigan State University Board of Trustees
 #
@@ -63,7 +63,6 @@
     my %Saveable_Parameters = ('Status' => 'scalar',
                                'Section' => 'array',
                                'NumPlots' => 'scalar',
-                               'AnalyzeAs' => 'scalar',
                                'AnalyzeOver' => 'scalar',
                                );
     &Apache::loncommon::store_course_settings('problem_analysis',
@@ -140,16 +139,16 @@
             $r->rflush();
             my %Data = &Apache::lonstathelpers::get_problem_data
                 ($resource->{'src'});
-            my $ProblemData = $Data{$current_problem->{'part'}.
+            my $problem_data = $Data{$current_problem->{'part'}.
                                     '.'.
                                     $current_problem->{'respid'}};
             if ($current_problem->{'resptype'} eq 'option') {
                 &OptionResponseAnalysis($r,$current_problem,
-                                        $ProblemData,
+                                        $problem_data,
                                         \@Students);
             } elsif ($current_problem->{'resptype'} eq 'radiobutton') {
                 &RadioResponseAnalysis($r,$current_problem,
-                                       $ProblemData,
+                                       $problem_data,
                                        \@Students);
             } elsif ($current_problem->{'resptype'} eq 'numerical') {
                 ## 
@@ -160,7 +159,7 @@
                     foreach my $respid (@{$res->{'partdata'}->{$partid}->{'ResponseIds'}}) {
                         $current_problem->{'respid'}=$respid;
                         &NumericalResponseAnalysis($r,$current_problem,
-                                                   $ProblemData,\@Students);
+                                                   $problem_data,\@Students);
                     }
                 }
             } else {
@@ -187,7 +186,7 @@
 #########################################################
 #########################################################
 sub NumericalResponseAnalysis {
-    my ($r,$problem,$ProblemData,$Students) = @_;
+    my ($r,$problem,$problem_data,$Students) = @_;
     my $c = $r->connection();
     my ($resource,$partid,$respid) = ($problem->{'resource'},
                                       $problem->{'part'},
@@ -377,7 +376,7 @@
 #########################################################
 #########################################################
 sub RadioResponseAnalysis {
-    my ($r,$problem,$ProblemData,$Students) = @_;
+    my ($r,$problem,$problem_data,$Students) = @_;
     my ($resource,$respid) = ($problem->{'resource'},
                               $problem->{'respid'});
     my $analysis_html;
@@ -395,13 +394,13 @@
     }
     if (exists($ENV{'form.ExcelOutput'})) {
         $analysis_html .= &RR_Excel_output($r,$problem->{'resource'},
-                                           $PerformanceData,$ProblemData);
+                                           $PerformanceData,$problem_data);
     } elsif ($ENV{'form.AnalyzeOver'} eq 'Tries') {
         $analysis_html .= &RR_Tries_Analysis($r,$problem->{'resource'},
-                                             $PerformanceData,$ProblemData);
+                                             $PerformanceData,$problem_data);
     } elsif ($ENV{'form.AnalyzeOver'} eq 'Time') {
         $analysis_html .= &RR_Time_Analysis($r,$problem->{'resource'},
-                                            $PerformanceData,$ProblemData);
+                                            $PerformanceData,$problem_data);
     } else {
         $analysis_html .= '<h2>'.
            &mt('The analysis you have selected is not supported at this time').
@@ -411,35 +410,26 @@
 }
 
 sub RR_Excel_output   { 
-    my ($r,$PerformanceData,$ProblemData) = @_;
+    my ($r,$PerformanceData,$problem_data) = @_;
     return '<h1>No!</h1>';
 }
 
 sub RR_Tries_Analysis { 
-    my ($r,$resource,$PerformanceData,$ProblemData) = @_;
+    my ($r,$resource,$PerformanceData,$problem_data) = @_;
     my $analysis_html;
     my $mintries = 1;
     my $maxtries = $ENV{'form.NumPlots'};
-    my ($table,$Foils,$Concepts) = &build_foil_index($ProblemData);
-    if ((! defined($Concepts)) || ((@$Concepts < 2) && 
-                                   ($ENV{'form.AnalyzeAs'} ne 'Foils'))) {
+    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;
-        $ENV{'form.AnalyzeAs'} = 'Foils';
     }
     $analysis_html .= $table;
     my @TryData = &RR_tries_data_analysis($r,$PerformanceData);
-#    if ($ENV{'form.AnalyzeAs'} eq 'Foils') {
         $analysis_html .= &RR_Tries_Foil_Analysis($mintries,$maxtries,$Foils,
-                                                 \@TryData,$ProblemData);
-#    } else {
-#        $analysis_html = &RR_Tries_Concept_Analysis($mintries,$maxtries,
-#                                                    $Concepts,
-#                                                    \@TryData,
-#                                                    $ProblemData);
-#    }
+                                                 \@TryData,$problem_data);
     return $analysis_html;
 }
 
@@ -455,13 +445,13 @@
 }
 
 sub RR_Time_Analysis  { 
-    my ($r,$PerformanceData,$ProblemData) = @_;
+    my ($r,$PerformanceData,$problem_data) = @_;
     my $html;
     return $html;
 }
 
 sub RR_Tries_Foil_Analysis {
-    my ($min,$max,$Foils,$TryData,$ProblemData) = @_;
+    my ($min,$max,$Foils,$TryData,$problem_data) = @_;
     my $html;
     #
     # Compute the data neccessary to make the plots
@@ -480,7 +470,7 @@
                 push (@PlotData_Correct,0);
                 push (@PlotData_Incorrect,0);
             } else {
-                if ($ProblemData->{'_Foils'}->{$foilid}->{'value'} eq 'true') {
+                if ($problem_data->{'_Foils'}->{$foilid}->{'value'} eq 'true') {
                     push (@PlotData_Correct,
                           int(100*$DataSet{$foilid}/$total));
                     push (@PlotData_Incorrect,0);
@@ -506,19 +496,19 @@
 }
 
 sub RR_Tries_Concept_Analysis {
-    my ($min,$max,$Concepts,$ResponseData,$ProblemData) = @_;
+    my ($min,$max,$Concepts,$ResponseData,$problem_data) = @_;
     my $html;
     return $html;
 }
 
 sub RR_Time_Foil_Analysis {
-    my ($min,$max,$Foils,$ResponseData,$ProblemData) = @_;
+    my ($min,$max,$Foils,$ResponseData,$problem_data) = @_;
     my $html;
     return $html;
 }
 
 sub RR_Time_Concept_Analysis {
-    my ($min,$max,$Concepts,$ResponseData,$ProblemData) = @_;
+    my ($min,$max,$Concepts,$ResponseData,$problem_data) = @_;
     my $html;
     return $html;
 }
@@ -563,7 +553,7 @@
 #########################################################
 #########################################################
 sub OptionResponseAnalysis {
-    my ($r,$problem,$ProblemData,$Students) = @_;
+    my ($r,$problem,$problem_data,$Students) = @_;
     my ($resource,$respid) = ($problem->{'resource'},
                               $problem->{'respid'});
     # Note: part data is not needed.
@@ -581,19 +571,19 @@
         if (exists($ENV{'form.ExcelOutput'})) {
             my $result = &OR_excel_sheet($r,$resource,
                                          $PerformanceData,
-                                         $ProblemData);
+                                         $problem_data);
             $r->print($result);
             $r->rflush();
         } else {
             if ($ENV{'form.AnalyzeOver'} eq 'Tries') {
                 my $analysis_html = &OR_tries_analysis($r,
                                                     $PerformanceData,
-                                                    $ProblemData);
+                                                    $problem_data);
                 $r->print($analysis_html);
                 $r->rflush();
             } elsif ($ENV{'form.AnalyzeOver'} eq 'Time') {
                 my $analysis_html = &OR_time_analysis($PerformanceData,
-                                                   $ProblemData);
+                                                   $problem_data);
                 $r->print($analysis_html);
                 $r->rflush();
             } else {
@@ -616,78 +606,93 @@
     my $mintries = 1;
     my $maxtries = $ENV{'form.NumPlots'};
     my ($table,$Foils,$Concepts) = &build_foil_index($ORdata);
-    if (! defined($Concepts) || 
-        ((@$Concepts < 2) && ($ENV{'form.AnalyzeAs'} ne 'Foils'))) {
-        $table = '<h3>'.
-            &mt('Not enough data for concept analysis.  '.
-                'Performing Foil Analysis').
-            '</h3>'.$table;
-        $ENV{'form.AnalyzeAs'} = 'Foils';
-    }
-    my %ResponseData = &OR_analyze_by_tries($r,$PerformanceData,
+    my %response_data = &OR_analyze_by_tries($r,$PerformanceData,
                                                      $mintries,$maxtries);
     my $analysis = '';
-    if ($ENV{'form.AnalyzeAs'} eq 'Foils') {
-        $analysis = &OR_Tries_Foil_Analysis($mintries,$maxtries,$Concepts,
-                                         \%ResponseData,$ORdata);
-    } else {
-        $analysis = &OR_Tries_Concept_Analysis($mintries,$maxtries,
-                                            $Concepts,\%ResponseData,$ORdata);
-    }
-    $table .= $analysis;
-    return $table;
-}
-
-sub OR_Tries_Foil_Analysis {
-    my ($mintries,$maxtries,$Concepts,$respdat,$ORdata) = @_;
-    my %ResponseData = %$respdat;
     #
-    # Compute the data neccessary to make the plots
-    my @PlotData; 
-    foreach my $concept (@$Concepts) {
+    # 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;$try++) {
-                if ($ResponseData{$foilid}->[$try]->{'_total'} == 0) {
-                    push(@{$PlotData[$try]->{'_correct'}},0);
+                # concept analysis data
+                $concept_data[$j]->{'_correct'} +=
+                    $response_data{$foilid}->[$try]->{'_correct'};
+                $concept_data[$j]->{'_total'} +=
+                    $response_data{$foilid}->[$try]->{'_total'};
+                #
+                # foil analysis data
+                if ($response_data{$foilid}->[$try]->{'_total'} == 0) {
+                    push(@{$foil_plot[$try]->{'_correct'}},0);
                 } else {
-                    push(@{$PlotData[$try]->{'_correct'}},
-                         100*$ResponseData{$foilid}->[$try]->{'_correct'}/
-                         $ResponseData{$foilid}->[$try]->{'_total'});
+                    push(@{$foil_plot[$try]->{'_correct'}},
+                         100*$response_data{$foilid}->[$try]->{'_correct'}/
+                         $response_data{$foilid}->[$try]->{'_total'});
                 }
                 foreach my $option (@{$ORdata->{'_Options'}}) {
-                    push(@{$PlotData[$try]->{'_total'}},
-                         $ResponseData{$foilid}->[$try]->{'_total'});
-                    if ($ResponseData{$foilid}->[$try]->{'_total'} == 0) {
-                        push (@{$PlotData[$try]->{$option}},0);
+                    push(@{$foil_plot[$try]->{'_total'}},
+                         $response_data{$foilid}->[$try]->{'_total'});
+                    if ($response_data{$foilid}->[$try]->{'_total'} == 0) {
+                        push (@{$foil_plot[$try]->{$option}},0);
                     } else {
-                        if ($ResponseData{$foilid}->[$try]->{'_total'} ==
-                            $ResponseData{$foilid}->[$try]->{'_correct'}) {
-                            push(@{$PlotData[$try]->{$option}},0);
+                        if ($response_data{$foilid}->[$try]->{'_total'} ==
+                            $response_data{$foilid}->[$try]->{'_correct'}) {
+                            push(@{$foil_plot[$try]->{$option}},0);
                         } else {
-                            push (@{$PlotData[$try]->{$option}},
+                            push (@{$foil_plot[$try]->{$option}},
                                   100 * 
-                                  $ResponseData{$foilid}->[$try]->{$option} / 
-                                  ($ResponseData{$foilid}->[$try]->{'_total'} 
+                                  $response_data{$foilid}->[$try]->{$option} / 
+                                  ($response_data{$foilid}->[$try]->{'_total'} 
                                    - 
-                                   $ResponseData{$foilid}->[$try]->{'_correct'}
+                                   $response_data{$foilid}->[$try]->{'_correct'}
                                    ));
                         }
                     }
                 } # End of foreach my $option
             }
         } # End of foreach my $foilid
-    } # End of foreach my $concept
+    } # 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++) {
-        my $count = $ResponseData{'_total'}->[$try];
-        my $title = 'Submission '.$try.' (N='.$count.')';
+        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]->{'_total'};
+                if ($total == 0) {
+                    $concept_plot_data[$j] = 0;
+                } else {
+                    $concept_plot_data[$j] = 100 * 
+                        sprintf('%0.3f',
+                                $concept_data[$j]->{'_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);
+        }
+        #
+        # 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($PlotData[$try]->{$option}));
-            push(@Datasets,$PlotData[$try]->{$option});
+            next if (! exists($foil_plot[$try]->{$option}));
+            push(@Datasets,$foil_plot[$try]->{$option});
         }
         #
         # Put a blank in the data set between concepts
@@ -714,10 +719,9 @@
             push(@Labels,'');
         }
         #
-        my $correctgraph = &Apache::loncommon::DrawBarGraph
+        my $correct_graph = &Apache::loncommon::DrawBarGraph
             ($title,'Foil Number','Percent Correct',
              100,$plotcolors,\@Labels,$Datasets[0]);
-        $analysis_html.= '<tr><td>'.$correctgraph.'</td>';
         
         #
         #
@@ -725,83 +729,23 @@
         for (my $i=0; $i< scalar(@{$Datasets[0]});$i++) {
             $Datasets[0]->[$i]=0;
         }
-        $count = $ResponseData{'_total'}->[$try] - 
-                                           $ResponseData{'_correct'}->[$try];
-        $title = 'Submission '.$try.' (N='.$count.')';
-        my $incorrectgraph = &Apache::loncommon::DrawBarGraph
+        $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);
-        $analysis_html.= '<td>'.$incorrectgraph.'</td>';
-        $analysis_html.= '<td>'.$optionkey."<td></tr>\n";
+        $analysis_html.= 
+            '<tr>'.
+            '<td>'.$concept_graph.'</td>'.
+            '<td>'.$correct_graph.'</td>'.
+            '<td>'.$incorrect_graph.'</td>'.
+            '<td>'.$optionkey.'<td>'.
+            '</tr>'.$/;
     }
     $analysis_html .= "</table>\n";
-    return $analysis_html;
-}
-
-sub OR_Tries_Concept_Analysis {
-    my ($mintries,$maxtries,$Concepts,$respdat,$ORdata) = @_;
-    my %ResponseData = %$respdat;
-    my $analysis_html = "<table>\n";
-    #
-    # Compute the data neccessary to make the plots
-    my @PlotData;
-    # Concept analysis
-    #
-    # Note: we do not bother with characterizing the students incorrect
-    # answers at the concept level because an incorrect answer for one foil
-    # may be a correct answer for another foil.
-    my %ConceptData;
-    foreach my $concept (@{$Concepts}) {
-        for (my $i=$mintries;$i<=$maxtries;$i++) {
-            #
-            # Gather the per-attempt data
-            my $cdata = $ConceptData{$concept}->[$i];
-            foreach my $foilid (@{$concept->{'foils'}}) {
-                $cdata->{'_correct'} += 
-                    $ResponseData{$foilid}->[$i]->{'_correct'};
-                $cdata->{'_total'}   += 
-                    $ResponseData{$foilid}->[$i]->{'_total'};
-            }
-            push (@{$PlotData[$i]->{'_total'}},$cdata->{'_total'});
-            if ($cdata->{'_total'} == 0) {
-                push (@{$PlotData[$i]->{'_correct'}},0);
-            } else {
-                push (@{$PlotData[$i]->{'_correct'}},
-                      100*$cdata->{'_correct'}/$cdata->{'_total'});
-                }
-        }
-    }
-    # Build a table for the plots
-    for (my $i=$mintries;$i<=$maxtries;$i++) {
-        my $minstu = $PlotData[$i]->{'_total'}->[0];
-        my $maxstu = $PlotData[$i]->{'_total'}->[0];
-        foreach my $count (@{$PlotData[$i]->{'_total'}}) {
-            if ($minstu > $count) {
-                $minstu = $count;
-            }
-            if ($maxstu < $count) {
-                $maxstu = $count;
-            }
-        }
-        $maxstu = 0 if (! defined($maxstu));
-        $minstu = 0 if (! defined($minstu));
-        my $title;
-        my $count = $ResponseData{'_total'}->[$i];
-        if ($count == 0) {
-            $count = 'no submissions';
-        } elsif ($count == 1) {
-            $count = '1 submission';
-        } else {
-            $count = $count.' submissions';
-        }
-        $title = 'Attempt '.$i.', '.$count;
-        my $graphlink = &Apache::loncommon::DrawBarGraph
-            ($title,'Concept Number','Percent Correct',
-             100,$plotcolors,undef,$PlotData[$i]->{'_correct'});
-        $analysis_html.= '<tr><td>'.$graphlink."</td></tr>\n";
-    }
-    $analysis_html .= "</table>\n";
-    return $analysis_html;
+    $table .= $analysis_html;
+    return $table;
 }
 
 sub OR_analyze_by_tries {
@@ -833,17 +777,21 @@
 #
 #########################################################
 sub OR_time_analysis {
-    my ($PerformanceData,$ORdata) = @_;
+    my ($performance_data,$ORdata) = @_;
     my ($table,$Foils,$Concepts) = &build_foil_index($ORdata);
-    if ((@$Concepts < 2) && ($ENV{'form.AnalyzeAs'} ne 'Foils')) {
+    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;
-        $ENV{'form.AnalyzeAs'} = 'Foils';
+                '</h3>'.$table;
     }
+    #
     my $num_plots = $ENV{'form.NumPlots'};
-    my $num_data = scalar(@$PerformanceData)-1;
+    my $num_data = scalar(@$performance_data)-1;
     my $percent = sprintf('%2f',100/$num_plots);
     #
     $table .= "<table>\n";
@@ -855,16 +803,20 @@
             ('enddate_'.$i);
         if (! defined($starttime) || ! defined($endtime)) {
             my $sec_in_day = 86400;
-            my $last_sub_time = &get_time_from_row($PerformanceData->[-1]);
+            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 )) {
-                $starttime = &get_time_from_row($PerformanceData->[0]);
+                $starttime = &get_time_from_row($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
@@ -873,13 +825,13 @@
         my $begin_index;
         my $end_index;
         my $j;
-        while (++$j < scalar(@$PerformanceData)) {
-            last if (&get_time_from_row($PerformanceData->[$j]) 
+        while (++$j < scalar(@$performance_data)) {
+            last if (&get_time_from_row($performance_data->[$j]) 
                                                               > $starttime);
         }
         $begin_index = $j;
-        while (++$j < scalar(@$PerformanceData)) {
-            last if (&get_time_from_row($PerformanceData->[$j]) > $endtime);
+        while (++$j < scalar(@$performance_data)) {
+            last if (&get_time_from_row($performance_data->[$j]) > $endtime);
         }
         $end_index = $j;
         ##
@@ -889,29 +841,44 @@
             startdateform => $startdateform,
             enddateform   => $enddateform,
         };
-        if ($ENV{'form.AnalyzeAs'} eq 'Foils') {
-            $table .= &OR_Foil_Time_Analysis($PerformanceData,$ORdata,$Foils,
+        my $concept_correct_plot = '';
+        if ($num_concepts > 1) {
+            $concept_correct_plot = 
+                &OR_Concept_Time_Analysis($performance_data,
+                                          $ORdata,$Concepts,
                                           $interval);
-        } else {
-            $table .= &OR_Concept_Time_Analysis($PerformanceData,$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 OR_Foil_Time_Analysis {
-    my ($PerformanceData,$ORdata,$Foils,$interval) = @_;
+    my ($performance_data,$ORdata,$Foils,$Concepts,$interval) = @_;
     my $analysis_html;
-    my $foilkey = &build_option_index($ORdata);
     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 = $PerformanceData->[$j];
+        my $row = $performance_data->[$j];
         next if (! defined($row));
         my %Row = &Process_OR_Row($row);
         while (my ($foilid,$href) = each(%Row)) {
@@ -924,26 +891,34 @@
             }
         }
     }
-    my @Plotdata;
-    foreach my $foil (@$Foils) {
-        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'};
-        my $optionidx = 1;
-        foreach my $option (@{$ORdata->{'_Options'}}) {
-            if ($total_incorrect == 0) {
-                push(@{$Plotdata[$optionidx]},0);
+    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(@{$Plotdata[$optionidx]},
-                     100 * $TimeData{$foil}->{$option} / $total_incorrect);
+                push(@{$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);
+                }
             }
-        } continue {
-            $optionidx++;
+        }
+        # Put in a blank one
+        push(@labels,'');
+        push(@{$plotdata[0]},0);
+        for (my $i=0;$i<scalar(@{$ORdata->{'_Options'}});$i++) {
+            push(@{$plotdata[$i+1]},0);
         }
     }
     #
@@ -957,15 +932,15 @@
     } else {
         $title = $count.' submissions';
     }
-    my $correctplot = &Apache::loncommon::DrawBarGraph($title,
+    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;
+                                                       $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) {
@@ -975,32 +950,19 @@
     } else {
         $title = $count.' submissions';
     }
-    my $incorrectplot = &Apache::loncommon::DrawBarGraph($title,
+    my $incorrect_plot = &Apache::loncommon::DrawBarGraph($title,
                                                  'Foil Number',
                                                  'Incorrect Option Choice',
                                                  100,
                                                  $plotcolors,
                                                  undef,
-                                                 @Plotdata);        
-    $analysis_html.='<tr>'.
-        '<td>'.$correctplot.'</td>'.
-        '<td>'.$incorrectplot.'</td>'.
-        '<td align="left" valign="top">'.$foilkey.'</td>'."</tr>\n";
-    $analysis_html.= '<tr>'.'<td colspan="3">'.
-        '<b>Start Time</b>:'.
-        ' &nbsp;'.$interval->{'startdateform'}.'<br />'.
-        '<b>End Time</b>&nbsp;&nbsp;: '.
-        '&nbsp;'.$interval->{'enddateform'}.'<br />'.
-#        '<b>Plot Title</b>&nbsp;&nbsp;:'.
-#        ("&nbsp;"x3).$interval->{'titleform'}.
-        '</td>'.
-        "</tr>\n";
-    return $analysis_html;
+                                                 @plotdata);        
+
+    return ($correct_plot,$incorrect_plot);
 }
 
 sub OR_Concept_Time_Analysis {
-    my ($PerformanceData,$ORdata,$Concepts,$interval) = @_;
-    my $analysis_html;
+    my ($performance_data,$ORdata,$Concepts,$interval) = @_;
     ##
     ## Determine starttime, endtime, startindex, endindex
     my ($begin_index,$end_index) = ($interval->{'begin_index'},
@@ -1009,7 +971,7 @@
     #
     # Compute the number getting the foils correct or incorrects
     for (my $j=$begin_index;$j<=$end_index;$j++) {
-        my $row = $PerformanceData->[$j];
+        my $row = $performance_data->[$j];
         next if (! defined($row));
         my %Row = &Process_OR_Row($row);
         while (my ($foilid,$href) = each(%Row)) {
@@ -1024,7 +986,7 @@
     }
     #
     # Put the data in plottable form
-    my @Plotdata;
+    my @plotdata;
     foreach my $concept (@$Concepts) {
         my ($total,$correct);
         foreach my $foil (@{$concept->{'foils'}}) {
@@ -1032,32 +994,21 @@
             $correct += $TimeData{$foil}->{'_correct'};
         }
         if ($total == 0) {
-            push(@Plotdata,0);
+            push(@plotdata,0);
         } else {
-            push(@Plotdata,100 * $correct / $total);
+            push(@plotdata,100 * $correct / $total);
         }
     }
     #
     # Create the plot
     my $title = ($end_index - $begin_index).' submissions';
-    my $correctplot = &Apache::loncommon::DrawBarGraph($title,
-                                                    'Concept Number',
-                                                    'Percent Correct',
-                                                    100,
-                                                    $plotcolors,
-                                                    undef,
-                                                    \@Plotdata);
-    $analysis_html.='<tr>'.
-        '<td>'.$correctplot.'</td>'.
-        '<td align="left" valign="top">'.
-        '<b>Start Time</b>: &nbsp;'.$interval->{'startdateform'}.'<br />'.
-        '<b>End Time</b>&nbsp;&nbsp;: '.
-           '&nbsp;'.$interval->{'enddateform'}.'<br />'.
-#        '<b>Plot Title</b>&nbsp;&nbsp;:'.("&nbsp;"x3).
-#            $interval->{'titleform'}.
-        '</td>'.
-        "</tr>\n";
-    return $analysis_html;
+    return &Apache::loncommon::DrawBarGraph($title,
+                                            'Concept Number',
+                                            'Percent Correct',
+                                            100,
+                                            $plotcolors,
+                                            undef,
+                                            \@plotdata);
 }
 
 #########################################################
@@ -1068,7 +1019,7 @@
 #########################################################
 #########################################################
 sub OR_excel_sheet {
-    my ($r,$resource,$PerformanceData,$ORdata) = @_;
+    my ($r,$resource,$performance_data,$ORdata) = @_;
     my $response = '';
     my (undef,$Foils,$Concepts) = &build_foil_index($ORdata);
     #
@@ -1106,7 +1057,7 @@
         # Do something useful
     }
     $result = &OR_build_response_data_worksheet($response_data_sheet,$format,
-                                             $PerformanceData,$Foils,
+                                             $performance_data,$Foils,
                                              $ORdata);
     if ($result ne 'okay') {
         # Do something useful
@@ -1194,7 +1145,7 @@
 }
 
 sub OR_build_response_data_worksheet {
-    my ($worksheet,$format,$PerformanceData,$Foils,$ORdata)=@_;
+    my ($worksheet,$format,$performance_data,$Foils,$ORdata)=@_;
     my $rows_output = 3;
     my $cols_output = 0;
     $worksheet->write($rows_output++,0,'Response Data',$format->{'h3'});
@@ -1207,18 +1158,18 @@
     }
     $worksheet->write_row($rows_output++,0,\@Headers,$format->{'header'});
     #
-    foreach my $row (@$PerformanceData) {
+    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 %ResponseData;
+        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);
-            $ResponseData{$foilid.' submission'}=$submission;
-            $ResponseData{$foilid.' award'}=$correct;
+            $response_data{$foilid.' submission'}=$submission;
+            $response_data{$foilid.' award'}=$correct;
         }
         $worksheet->write($rows_output,$cols_output++,$student);
         $worksheet->write($rows_output,$cols_output++,
@@ -1227,9 +1178,9 @@
         $worksheet->write($rows_output,$cols_output++,$tries);
         foreach my $foilid (@$Foils) {
             $worksheet->write($rows_output,$cols_output++,
-                              $ResponseData{$foilid.' submission'});
+                              $response_data{$foilid.' submission'});
             $worksheet->write($rows_output,$cols_output++,
-                              $ResponseData{$foilid.' award'});
+                              $response_data{$foilid.' award'});
         }
         $rows_output++;
         $cols_output = 0;
@@ -1445,23 +1396,6 @@
             $Str .= '</nobr><br />';
         }
         {
-            $Str .= '<nobr>'.&mt('Analyze as ');
-            $Str .= &Apache::loncommon::help_open_topic
-                                                  ('Analysis_Analyze_as');
-            $Str .='<select name="AnalyzeAs" >';
-            $Str .= '<option value="Concepts" ';
-            if (! exists($ENV{'form.AnalyzeAs'}) || 
-                $ENV{'form.AnalyzeAs'} eq 'Concepts'){
-                # Default to Concepts
-                $Str .= ' selected ';
-            }
-            $Str .= '>'.&mt('Concepts').'</option>';
-            $Str .= '<option value="Foils" ';
-            $Str .= ' selected ' if ($ENV{'form.AnalyzeAs'} eq 'Foils');
-            $Str .= '>'.&mt('Foils').'</option>';
-            $Str .= '</select></nobr><br />';
-        }
-        {
             $Str .= '<nobr>'.&mt('Number of Plots:');
             $Str .= &Apache::loncommon::help_open_topic
                                                   ('Analysis_num_plots');

--matthew1096404118--