--- loncom/interface/statistics/lonproblemstatistics.pm	2002/08/14 13:13:37	1.24
+++ loncom/interface/statistics/lonproblemstatistics.pm	2014/02/03 18:52:30	1.125
@@ -1,7 +1,6 @@
 # The LearningOnline Network with CAPA
-# (Publication Handler
 #
-# $Id: lonproblemstatistics.pm,v 1.24 2002/08/14 13:13:37 stredwic Exp $
+# $Id: lonproblemstatistics.pm,v 1.125 2014/02/03 18:52:30 bisitz Exp $
 #
 # Copyright Michigan State University Board of Trustees
 #
@@ -26,660 +25,1807 @@
 # http://www.lon-capa.org/
 #
 # (Navigate problems for statistical reports
-# YEAR=2001
-# 5/5,7/9,7/25/1,8/11,9/13,9/26,10/5,10/9,10/22,10/26 Behrouz Minaei
-# 11/1,11/4,11/16,12/14,12/16,12/18,12/20,12/31 Behrouz Minaei
-# YEAR=2002
-# 1/22,2/1,2/6,2/25,3/2,3/6,3/17,3/21,3/22,3/26,4/7,5/6 Behrouz Minaei
-# 5/12,5/14,5/15,5/19,5/26,7/16,7/25,7/29,8/5  Behrouz Minaei
 #
-###
+###############################################
+###############################################
 
-package Apache::lonproblemstatistics; 
+=pod
 
-use strict;
-use Apache::lonnet();
-use Apache::lonhtmlcommon;
-use Apache::loncoursedata;
-use GDBM_File;
+=head1 NAME
 
-my $jr;
+lonproblemstatistics
 
-sub BuildProblemStatisticsPage {
-    my ($cacheDB, $students, $courseID, $c, $r)=@_;
-    my %cache;
+=head1 SYNOPSIS
 
-    $jr = $r;
+Routines to present problem statistics to instructors via tables,
+Excel files, and plots.
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        $r->print('Unable to tie database.');
-        return;
-    }
+=over 4
 
-    my $Ptr = '';
-    $Ptr .= '<table border="0"><tbody>';
-    $Ptr .= '<tr><td align="right"><b>Select Map</b></td>'."\n";
-    $Ptr .= '<td align="left">';
-    $Ptr .= &Apache::lonhtmlcommon::MapOptions(\%cache, 'ProblemStatistics',
-                                               'Statistics');
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= '<tr><td align="right"><b>Sorting Type:</b></td>'."\n";
-    $Ptr .= '<td align="left">'."\n";
-    $Ptr .= &Apache::lonhtmlcommon::AscendOrderOptions(
-                                            $cache{'ProblemStatisticsAscend'}, 
-                                            'ProblemStatistics',
-                                            'Statistics');
-    $Ptr .= '</td></tr>'."\n";
-    $Ptr .= &ProblemStatisticsButtons($cache{'DisplayFormat'}, 
-                                      $cache{'DisplayLegend'});
-    $Ptr .= '</table>';
-    if($cache{'DisplayLegend'} eq 'Show Legend') {
-        $Ptr .= &ProblemStatisticsLegend();
-    }
-    $r->print($Ptr);
-    $r->rflush();
+=cut
 
-    my @Header = ("Homework Sets Order","#Stdnts","Tries","Mod",
-                  "Mean","#YES","#yes","%Wrng","DoDiff",
-                  "S.D.","Skew.","D.F.1st","D.F.2nd","Disc.");
-    my $color=&setbgcolor(0);
-
-#    my %Discuss=&Apache::loncoursedata::LoadDiscussion($courseID);
-#    my ($upper, $lower) = &Discriminant(\%discriminant,$r);
-    if(!defined($cache{'StatisticsCached'})) {
-        if(defined($cache{'StatisticsCached'})) {
-            untie(%cache);
-            unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_WRCREAT(),0640)) {
-                $r->print('Unable to tie database.');
-                return;
-            }
-            my @statkeys = split(':::', $cache{'StatisticsKeys'});
-            delete $cache{'StatisticsKeys'};
-            delete $cache{'StatisticsCached'};
-            foreach(@statkeys) {
-                delete $cache{$_};
+###############################################
+###############################################
+
+package Apache::lonproblemstatistics;
+
+use strict;
+use Apache::lonnet;
+use Apache::loncommon();
+use Apache::lonquickgrades();
+use Apache::lonhtmlcommon;
+use Apache::loncoursedata;
+use Apache::lonstatistics;
+use LONCAPA::lonmetadata();
+use Apache::lonlocal;
+use Spreadsheet::WriteExcel;
+use Apache::lonstathelpers();
+use Time::HiRes;
+use LONCAPA;
+ 
+
+my @StatsArray;
+my %SeqStat;    # keys are symbs, values are hash refs
+
+##
+## Localization notes:
+##
+## in @Fields[0]->{'long_title'} is placed in Excel files and is used as the
+## header for plots created with Graph.pm, both of which more than likely do
+## not support localization.
+##
+## Additional Notes:
+## Localization can be done and is done before passing the phrases
+## to the output.
+## This might conflict with special characters, e.g. German Umlaute or
+## chinese characters. Do not use such characters in this case.
+## If this failed, consider that the sequence and folder names
+## are also passed to the output and would fail the same way.
+##
+#
+#
+##
+## Description of Field attributes
+##
+## Attribute     Required   Value       Meaning or Use
+##
+## name            yes      any scalar  Used to uniquely identify field
+## title           yes      any scalar  This is what the user sees to identify
+##                                      the field.  Passed through &mt().
+## long_title      yes      any scalar  Used as graph heading and in excel
+##                                      output.  Passed through &mt().
+## align           no    (left|right|center)  HTML cell contents alignment
+## color           yes      html color  HTML cell background color
+##                                      used to visually group statistics
+## special         no          (link)   Indicates a link, target is name.link
+##                                      Currently set in &get_statistics()
+## graphable       no      (yes|no)     Can a bar graph of the field be 
+##                                      produced?
+## sortable        no      (yes|no)     Should a sort link be put in the
+##                                      column header?
+## selectable      yes     (yes|no)     Can the column be removed from the
+##                                      statistics display?
+## selected        yes     (yes|no)     Is the column selected by default?
+##
+## format          no      sprintf format string
+##
+## excel_format    no      excel format type 
+##                               (see &Apache::loncommon::define_excel_formats
+my @Fields = (
+           { name => 'problem_num',
+             title => 'P#',
+             align => 'right',
+             color => '#FFFFE6',
+             selectable => 'no',
+             defaultselected => 'yes',
+           },
+           { name   => 'container',
+             title  => 'Sequence or Folder',
+             align  => 'left',
+             color  => '#FFFFE6',
+             sortable => 'yes',
+             selectable => 'no',
+             defaultselected => 'yes',
+           },
+           { name   => 'title',
+             title  => 'Title',
+             align  => 'left',
+             color  => '#FFFFE6',
+             special  => 'link',
+             sortable => 'yes',
+             selectable => 'no',
+             defaultselected => 'yes',
+           },
+           { name   => 'part',
+             title  => 'Part',
+             align  => 'left',
+             color  => '#FFFFE6',
+             selectable => 'no',
+             defaultselected => 'yes',
+           },
+           { name   => 'num_students',
+             title  => '#Stdnts',
+             align  => 'right',
+             color  => '#EEFFCC',
+             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Number of Students Attempting Problem',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'tries',
+             title  => 'Tries',
+             align  => 'right',
+             color  => '#EEFFCC',
+             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Total Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'max_tries',
+             title  => 'Max Tries',
+             align  => 'right',
+             color  => '#DDFFFF',
+             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Maximum Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'min_tries',
+             title  => 'Min Tries',
+             align  => 'right',
+             color  => '#DDFFFF',
+             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Minumum Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'mean_tries',
+             title  => 'Mean Tries',
+             align  => 'right',
+             color  => '#DDFFFF',
+             format => '%5.2f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Average Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'std_tries',
+             title  => 'S.D. tries',
+             align  => 'right',
+             color  => '#DDFFFF',
+             format => '%5.2f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Standard Deviation of Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'skew_tries',
+             title  => 'Skew Tries',
+             align  => 'right',
+             color  => '#DDFFFF',
+             format => '%5.2f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Skew of Number of Tries',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'num_solved',
+             title  => '#YES',
+             align  => 'right',
+             color  => '#FFDDDD',
+             format => '%4.1f',#             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Number of Students able to Solve',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'num_override',
+             title  => '#yes',
+             align  => 'right',
+             color  => '#FFDDDD',
+             format => '%4.1f',#             format => '%d',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Number of Students given Override',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'tries_per_correct',
+             title  => 'tries/correct',
+             align  => 'right',
+             color  => '#FFDDDD',
+             format => '%4.1f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Tries per Correct Answer',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'num_wrong',
+             title  => '#Wrng',
+             align  => 'right',
+             color  => '#FFDDDD',
+             format => '%4.1f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Number of students whose final answer is wrong',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'per_wrong',
+             title  => '%Wrng',
+             align  => 'right',
+             color  => '#FFDDDD',
+             format => '%4.1f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Percent of students whose final answer is wrong',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'deg_of_diff',
+             title  => 'DoDiff',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%5.2f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Degree of Difficulty'.
+                           ' ~[ 1 - ((#YES+#yes) / Tries) ~]',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+           { name   => 'deg_of_disc',
+             title  => 'DoDisc',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4.2f',
+             sortable  => 'yes',
+             graphable => 'yes',
+             long_title => 'Degree of Discrimination',
+             selectable => 'yes',
+             defaultselected => 'yes',
+           },
+##   duedate included for research purposes.  Commented out most of the time.
+#           { name => 'duedate',
+#             title => 'Due Date',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'yes',
+#             graphable => 'no',
+#             long_title => 'Due date of resource for instructor',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+##   opendate included for research purposes.  Commented out most of the time.
+#           { name => 'opendate',
+#             title => 'Open Date',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'yes',
+#             graphable => 'no',
+#             long_title => 'date resource became answerable',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+##   symb included for research purposes.  Commented out most of the time.
+#           { name => 'symb',
+#             title => 'Symb',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'yes',
+#             graphable => 'no',
+#             long_title => 'Unique LON-CAPA identifier for problem',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+##   resptypes included for research purposes.  Commented out most of the time.
+#           { name => 'resptypes',
+#             title => 'Response Types',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'no',
+#             graphable => 'no',
+#             long_title => 'Response Types used in this problem',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+##   maxtries included for research purposes.  Commented out most of the time.
+#           { name => 'maxtries',
+#             title => 'Maxtries',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'no',
+#             graphable => 'no',
+#             long_title => 'Maximum number of tries',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+##   hinttries included for research purposes.  Commented out most of the time.
+#           { name => 'hinttries',
+#             title => 'hinttries',
+#             align => 'left',
+#             color => '#FFFFFF',
+#             sortable => 'no',
+#             graphable => 'no',
+#             long_title => 'Number of tries before a hint appears',
+#             selectable => 'no',
+#             defaultselected => 'yes',
+#            },
+#
+##   problem weight for instructor
+           { name => 'weight',
+             title => 'weight',
+             align => 'right',
+             color => '#FFFFFF',
+             sortable => 'no',
+             graphable => 'no',
+             long_title => 'Problem weight (for instructor)',
+             selectable => 'yes',
+             defaultselected => 'yes',
+            },
+);
+
+my @SeqFields = (
+           { name   => 'title',
+             title  => 'Sequence',
+             align  => 'left',
+             color  => '#FFFFE6',
+             special  => 'no',
+             sortable => 'no',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'items',
+             title  => '#Items',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4d',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Number of Items in Sequence',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'scoremean',
+             title  => 'Score Mean',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Mean Sequence Score',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'scorestd',
+             title  => 'Score STD',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Standard Deviation of Sequence Scores',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'scoremax',
+             title  => 'Score Max',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Maximum Sequence Score',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'scoremin',
+             title  => 'Score Min',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Minumum Sequence Score',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'scorecount',
+             title  => 'Score N',
+             align  => 'right',
+             color  => '#FFFFE6',
+             format => '%4d',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Number of Students in score computations',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'countmean',
+             title  => 'Count Mean',
+             align  => 'right',
+             color  => '#FFFFFF',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Mean Sequence Score',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'countstd',
+             title  => 'Count STD',
+             align  => 'right',
+             color  => '#FFFFFF',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Standard Deviation of Sequence Scores',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'countmax',
+             title  => 'Count Max',
+             align  => 'right',
+             color  => '#FFFFFF',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Maximum Number of Correct Problems',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'countmin',
+             title  => 'Count Min',
+             align  => 'right',
+             color  => '#FFFFFF',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Minumum Number of Correct Problems',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'count',
+             title  => 'Count N',
+             align  => 'right',
+             color  => '#FFFFFF',
+             format => '%4d',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'Number of Students in score computations',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+           { name   => 'KR-21',
+             title  => 'KR-21',
+             align  => 'right',
+             color  => '#FFAAAA',
+             format => '%4.2f',
+             sortable  => 'no',
+             graphable => 'no',
+             long_title => 'KR-21 reliability statistic',
+             selectable => 'yes',
+             defaultselected => 'no',
+           },
+);
+
+my %SelectedFields;
+
+sub parse_field_selection {
+    #
+    # Pull out the defaults
+    if (! defined($env{'form.fieldselections'})) {
+        $env{'form.fieldselections'} = [];
+        foreach my $field (@Fields) {
+            next if ($field->{'selectable'} ne 'yes');
+            if ($field->{'defaultselected'} eq 'yes') {
+                push(@{$env{'form.fieldselections'}},$field->{'name'});
             }
         }
-        untie(%cache);
-        &Apache::loncoursedata::DownloadStudentCourseDataSeparate($students,
-                                                                  'true',
-                                                                  $cacheDB,
-                                                                  'true', 
-                                                                  'true',
-                                                                  $courseID,
-                                                                  $r, $c);
-        if($c->aborted()) { return; }
-
-        unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-            $r->print('Unable to tie database.');
-            return;
+    }
+    #
+    # Make sure the data we are plotting is there
+    my %NeededFields;
+    if (exists($env{'form.plot'}) && $env{'form.plot'} ne '' &&
+        $env{'form.plot'} ne 'none') {
+        if ($env{'form.plot'} eq 'degrees') {
+            $NeededFields{'deg_of_diff'}++;
+            $NeededFields{'deg_of_disc'}++;
+        } elsif ($env{'form.plot'} eq 'tries statistics') {
+            $NeededFields{'mean_tries'}++;
+            $NeededFields{'std_tries'}++;
+            $NeededFields{'problem_num'}++;
+        } else {
+            $NeededFields{$env{'form.plot'}}++;
         }
-        my ($problemData) = &ExtractStudentData(\%cache, $students);
-        &CalculateStatistics($problemData, \%cache);
-        untie(%cache);
-
-        unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_WRCREAT(),0640)) {
-            $r->print('Unable to tie database.');
-            return;
+    }
+    #
+    # This should not happen, but in case it does...
+    if (ref($env{'form.fieldselections'}) ne 'ARRAY') {
+        $env{'form.fieldselections'} = [$env{'form.fieldselections'}];
+    }
+    #
+    # Set the field data and the selected fields (for easier checking)
+    undef(%SelectedFields);
+    foreach my $field (@Fields) {
+        if ($field->{'selectable'} ne 'yes') {
+            $field->{'selected'} = 'yes';
+        } else {
+            $field->{'selected'} = 'no';
+        }
+        if (exists($NeededFields{$field->{'name'}})) {
+            $field->{'selected'} = 'yes';
+            $SelectedFields{$field->{'name'}}++;
         }
-        foreach(keys(%$problemData)) {
-            $cache{$_} = $problemData->{$_};
+        foreach my $selection (@{$env{'form.fieldselections'}}) {
+            if ($selection eq $field->{'name'} || $selection eq 'all') {
+                $field->{'selected'} = 'yes';
+                $SelectedFields{$field->{'name'}}++;
+            }
         }
-        $cache{'StatisticsKeys'} = join(':::', keys(%$problemData));
-        $cache{'StatisticsCached'} = 'true';
-        untie(%cache);
+    }
+    #
+    # Always show all the sequence statistics (for now)
+    foreach my $field (@SeqFields) {
+        $field->{'selected'} = 'yes';
+    }
+    return;
+}
 
-        unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-            $r->print('Unable to tie database.');
-            return;
+sub field_selection_input {
+    my $Str = '<select name="fieldselections" multiple="multiple" size="5">'."\n";
+    $Str .= '<option value="all">'.&mt('all').'</option>'."\n";
+    foreach my $field (@Fields) {
+        next if ($field->{'selectable'} ne 'yes');
+        $Str .= '    <option value="'.$field->{'name'}.'" ';
+        if ($field->{'selected'} eq 'yes') {
+            $Str .= 'selected="selected" ';
         }
+        $Str .= '>'.&mt($field->{'title'}).'</option>'."\n";
     }
-    my $orderedProblems = &SortProblems(\%cache, 
-                                        $cache{'ProblemStatisticsSort'},
-                                        $cache{'ProblemStatisticsAscend'});
-    &BuildStatisticsTable(\%cache, $cache{'DisplayFormat'}, $orderedProblems, 
-                          \@Header, $r, $color);
-    untie(%cache);
+    $Str .= "</select>\n";
+}
 
-    return;
+###############################################
+###############################################
+
+=pod 
+
+=item &CreateInterface()
+
+Create the main intereface for the statistics page.  Allows the user to
+select sections, maps, and output.
+
+=cut
+
+###############################################
+###############################################
+sub CreateInterface {
+    my ($r) = @_;
+    #
+    &parse_field_selection();
+    #
+    my $Str = '';
+    $Str .= &Apache::loncommon::start_data_table();
+    $Str .= &Apache::loncommon::start_data_table_header_row();
+    $Str .= '<th>'.&mt('Sections').'</th>';
+    $Str .= '<th>'.&mt('Groups').'</th>';
+    $Str .= '<th>'.&mt('Access Status').'</th>';
+    $Str .= '<th>'.&mt('Sequences and Folders').'</th>';
+    $Str .= '<th>'.&mt('Statistics').'</th>';
+    $Str .= '<th>'.&mt('Plot Graph').'</th>';
+    $Str .= '<th>'.&mt('Time Period').'</th>';
+    $Str .= &Apache::loncommon::end_data_table_header_row();
+    #
+    $Str .= &Apache::loncommon::start_data_table_row();
+    $Str .= '<td align="center" valign="top">'."\n";
+    $Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
+    $Str .= '</td><td align="center" valign="top">';
+    $Str .= &Apache::lonstatistics::GroupSelect('Group','multiple',5);
+    $Str .= '</td><td align="center" valign="top">';
+    $Str .= &Apache::lonhtmlcommon::StatusOptions(undef,undef,5);
+    $Str .= '</td><td align="center" valign="top">';
+    #
+    $Str .= &Apache::lonstatistics::map_select('Maps','multiple,all',5);
+    $Str .= '</td><td align="center" valign="top">';
+    $Str .= &field_selection_input();
+    $Str .= '</td><td align="center" valign="top">';
+    $Str .= &plot_dropdown();
+    $Str .= "\n";
+    $Str .= '</td><td align="center" valign="top">';
+    $Str .= &Apache::lonstathelpers::limit_by_time_form();
+    $Str .= '</td>'."\n";
+    $Str .=  &Apache::loncommon::end_data_table_row();
+    $Str .= &Apache::loncommon::end_data_table();
+    #
+    $Str .= '<input type="submit" name="GenerateStatistics" value="'.
+        &mt('Generate Statistics').'" />';
+    $Str .= ('&nbsp;'x10);
+    #
+    return $Str;
 }
 
-sub BuildGraphicChart {
-    my ($graph,$cacheDB,$courseDescription,$r)=@_;
-    my %cache;
-    my $max = 0;
+###############################################
+###############################################
+
+=pod 
+
+=item &BuildProblemStatisticsPage()
 
-    unless(tie(%cache,'GDBM_File',$cacheDB,&GDBM_READER(),0640)) {
-        return '<html><body>Unable to tie database.</body></html>';
+Main interface to problem statistics.
+
+=cut
+
+###############################################
+###############################################
+my $navmap;
+my @sequences;
+
+sub clean_up {
+    undef($navmap);
+    undef(@sequences);
+}
+
+sub BuildProblemStatisticsPage {
+    my ($r,$c)=@_;
+    undef($navmap);
+    undef(@sequences);
+    #
+    my %Saveable_Parameters = ('Status' => 'scalar',
+                               'statsoutputmode' => 'scalar',
+                               'Section' => 'array',
+                               'Groups' => 'array',
+                               'StudentData' => 'array',
+                               'Maps' => 'array',
+                               'fieldselections'=> 'array');
+    &Apache::loncommon::store_course_settings('statistics',
+                                              \%Saveable_Parameters);
+    &Apache::loncommon::restore_course_settings('statistics',
+                                                \%Saveable_Parameters);
+    #
+    &Apache::lonstatistics::PrepareClasslist();
+    #
+    # Clear the package variables
+    undef(@StatsArray);
+    undef(%SeqStat);
+    #
+    # Finally let the user know we are here
+    $r->print(&Apache::lonhtmlcommon::breadcrumbs('Overall Problem Statistics',
+                                                'Statistics_Overall_Key'));
+    &Apache::lonquickgrades::startGradeScreen($r,'statistics');
+
+    my $interface = &CreateInterface($r);
+    $r->print($interface);
+    $r->print('<input type="hidden" name="sortby" value="'.$env{'form.sortby'}.
+              '" />');
+    #
+    my @CacheButtonHTML =
+        &Apache::lonstathelpers::manage_caches($r,'Statistics','stats_status');
+    my $Str;
+    foreach my $html (@CacheButtonHTML) {
+        $Str.=$html.('&nbsp;'x5);
     }
-   
-    my @problems = split(':::', $cache{'problemList'});
-    my @values = ();
-    foreach (@problems) {
-        my $data = 0;
-        if($graph eq 'DoDiffGraph') {
-            $data = sprintf("%.2f", $cache{$_.':degreeOfDifficulty'}),
-        } else {
-            $data = sprintf("%.1f", $cache{$_.':percentWrong'}),
+    #
+    $r->print($Str);
+    if (! exists($env{'form.firstrun'})) {
+        $r->print('<p class="LC_info"><b>'.
+                  &mt('Press "Generate Statistics" when you are ready.').
+                  '</b></p>'.
+                  '<p class="LC_info">'.
+                  &mt('It may take some time to update the student data '.
+                      'for the first analysis. Future analysis this session '.
+                      'will not have this delay.').
+                  '</p>');
+	&clean_up();
+        return;
+    }
+    $r->rflush();
+    #
+    # This probably does not need to be done each time we are called, but
+    # it does not slow things down noticably.
+    &Apache::loncoursedata::populate_weight_table();
+    #
+    ($navmap,@sequences) =
+        &Apache::lonstatistics::selected_sequences_with_assessments();
+    if (! ref($navmap)) {
+        $r->print('<div class="LC_error">'.&mt('A course-wide error occurred.').'</div>'.
+                  '<h3>'.$navmap.'</h3>');
+	&clean_up();
+        return;
+    }
+    if (exists($env{'form.Excel'})) {
+        $r->print('<p>'.
+                  &Apache::lonstatistics::section_and_enrollment_description().
+                  '</p>');
+        &Excel_output($r);
+    } else {
+        $r->print('<input type="submit" name="Excel" value="'.
+                  &mt('Produce Excel Output').'" />'.'&nbsp;'x5);
+        $r->rflush();
+        $r->print('<p>'.
+                  &Apache::lonstatistics::section_and_enrollment_description().
+                  '</p>');
+        my $count = 0;
+        foreach my $seq (@sequences) {
+            my @resources =
+                &Apache::lonstathelpers::get_resources($navmap,$seq);
+            $count += scalar(@resources);
+        }
+        if ($count > 10) {
+            $r->print('<p>'.
+                      &mt('Compiling statistics for [quant,_1,problem]',$count).
+                      '</p>');
+            if ($count > 30) {
+                $r->print('<p class="LC_info">'.&mt('This will take some time.').'</p>');
+            }
+            $r->rflush();
         }
-        if($max < $data) {
-            $max = $data;
+        #
+        my $sortby = $env{'form.sortby'};
+        $sortby = 'container' if (! defined($sortby) || $sortby =~ /^\s*$/);
+        my $plot = $env{'form.plot'};
+        if ($plot eq '' || $plot eq 'none') {
+            undef($plot);
+        }
+        if ($sortby eq 'container' && ! defined($plot)) {
+            &output_sequence_statistics($r);
+            &output_html_by_sequence($r);
+        } else {
+            if (defined($plot)) {
+                &make_plot($r,$plot);
+            }
+            &output_html_stats($r);
+            &output_sequence_statistics($r);
         }
-        push(@values, $data);
     }
-    untie(%cache);
-
-    my $sendValues = join(',', @values);
-#    my $sendCount = $#values;
-    my $sendCount = scalar(@values);
+    &clean_up();
+    return;
+}
 
-    my $title = '';
-    if($graph eq 'DoDiffGraph') {
-	$title = 'Degree-of-Difficulty';
-    } else {
-	$title = 'Wrong-Percentage';
+sub output_sequence_statistics {
+    my ($r) = @_;
+    my $c=$r->connection();
+    $r->print('<h2>'.&mt('Sequence Statistics').
+	      &Apache::loncommon::help_open_topic('Statistics_Sequence').
+	      '</h2>');
+    $r->print(&Apache::loncommon::start_data_table());
+    $r->print(&sequence_html_header());
+    foreach my $seq (@sequences) {
+        last if ($c->aborted);
+        &compute_sequence_statistics($seq);
+        $r->print(&sequence_html_output($seq));
     }
-    my @GData = ($courseDescription, 'Problems', $title, $max, $sendCount, 
-                 $sendValues);
+    $r->print(&Apache::loncommon::end_data_table());
+    $r->rflush();
+    return;
+}
 
-    $r->print('</form>'."\n");
-    $r->print('<IMG src="/cgi-bin/graph.gif?'.(join('&', @GData)).'" border="1" />');
-    $r->print('<form>'."\n");
 
+##########################################################
+##########################################################
+##
+## HTML output routines
+##
+##########################################################
+##########################################################
+sub output_html_by_sequence {
+    my ($r) = @_;
+    my $c = $r->connection();
+    $r->print('<br />'.&html_preamble());
+    #
+    foreach my $seq (@sequences) {
+        last if ($c->aborted);
+        $r->print("<h3>".$seq->compTitle."</h3>".
+                    &Apache::loncommon::start_data_table().
+                    &Apache::loncommon::start_data_table_header_row().
+                    &statistics_table_header('no container').
+                    &Apache::loncommon::end_data_table_header_row()."\n");
+        my @Data = &compute_statistics_on_sequence($seq);
+        foreach my $data (@Data) {
+            $r->print(&Apache::loncommon::start_data_table_row().
+                    &statistics_html_table_data($data,'no container').
+                    &Apache::loncommon::end_data_table_row()."\n");
+        }
+        $r->print(&Apache::loncommon::end_data_table()."\n");
+        $r->rflush();
+    }
     return;
 }
 
-#---- Problem Statistics Web Page ---------------------------------------
-
-sub CreateProblemStatisticsTableHeading {
-    my ($headings,$r)=@_;
+sub output_html_stats {
+    my ($r)=@_;
+    &compute_all_statistics($r);
+    $r->print(&html_preamble());
+    &sort_data($env{'form.sortby'});
+    #
+    my $count=0;
+    foreach my $data (@StatsArray) {
+        if ($count++ % 50 == 0) {
+            $r->print(&Apache::loncommon::end_data_table());
+            $r->print(&Apache::loncommon::start_data_table().
+                    &Apache::loncommon::start_data_table_row().
+                    &statistics_table_header().
+                    &Apache::loncommon::end_data_table_row());
+        }
+        $r->print(&Apache::loncommon::start_data_table_row().
+                &statistics_html_table_data($data).
+                &Apache::loncommon::end_data_table_row());
+    }
+    $r->print(&Apache::loncommon::end_data_table_row());
+    return;
+}
 
+sub html_preamble {
     my $Str='';
-    $Str .= '<tr>'."\n";
-    $Str .= '<th bgcolor="#ffffe6">P#</th>'."\n";
-    foreach(@$headings) {
-	$Str .= '<th bgcolor="#ffffe6">'.'<a href="/adm/statistics?reportSelected=';
-        $Str .= &Apache::lonnet::escape('Problem Statistics');
-        $Str .= '&ProblemStatisticsSort=';
-        $Str .= &Apache::lonnet::escape($_).'">'.$_.'</a>&nbsp</th>'."\n";
+    $Str .= "<h2>".
+        $env{'course.'.$env{'request.course.id'}.'.description'}.
+        "</h2>\n";
+    my ($starttime,$endtime) = &Apache::lonstathelpers::get_time_limits();
+    if (defined($starttime) || defined($endtime)) {
+        # Inform the user what the time limits on the data are.
+        $Str .= '<h3>'.&mt('Statistics on submissions from [_1] to [_2]',
+                           &Apache::lonlocal::locallocaltime($starttime),
+                           &Apache::lonlocal::locallocaltime($endtime)
+                           ).'</h3>';
     }
-    $Str .= "\n".'</tr>'."\n";    
-
+    $Str .= "<p>".&mt('Compiled on [_1]',
+                       &Apache::lonlocal::locallocaltime(time))."</p>";
     return $Str;
 }
 
-sub BuildStatisticsTable {
-    my ($cache,$displayFormat,$orderedProblems,$headings,$r,$color)=@_;
 
-#6666666
-#    my $file="/home/httpd/perl/tmp/183d.txt";
-#    open(OUT, ">$file");
-#6666666
-##     &Apache::lonstatistics::Create_PrgWin($r);
-##777777
-##    my (%Activity) = &LoadActivityLog();
-##    $r->print('<script>popwin.document.popremain.remaining.value="'.
-##              'Loading Discussion...";</script>');
-##    my ($doDiffFile) = &LoadDoDiffFile();
-
-##777777
-##    $Str .= &Classify($discriminantFactor, $students);
-
-     if($displayFormat ne 'Display CSV Format') {
-        $r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
-        $r->print('<table border="0" cellpadding="3">'."\n");
-        $r->print(&CreateProblemStatisticsTableHeading($headings, $r));
-    } else {
-        $r->print('<br>');
+###############################################
+###############################################
+##
+## Misc HTML output routines
+##
+###############################################
+###############################################
+sub statistics_html_table_data {
+    my ($data,$options) = @_;
+    my $row = '';
+    foreach my $field (@Fields) {
+        next if ($options =~ /no $field->{'name'}/);
+        next if ($field->{'selected'} ne 'yes');
+        $row .= '<td style="background-color:'.$field->{'color'}.'"';
+        if (exists($field->{'align'})) {
+            $row .= ' align="'.$field->{'align'}.'"';
+            }
+        $row .= '>';
+        if (exists($field->{'special'}) && $field->{'special'} eq 'link') {
+            $row .= '<a href="'.$data->{$field->{'name'}.'.link'}.'">';
+        }
+        if (exists($field->{'format'}) && $data->{$field->{'name'}} !~ /[A-Z]/i) {
+            $row .= sprintf($field->{'format'},$data->{$field->{'name'}});
+        } else {
+            $row .= $data->{$field->{'name'}};
+        }
+        if (exists($field->{'special'}) && $field->{'special'} eq 'link') {
+            $row.= '</a>';
+        }
+        $row .= '</td>';
     }
+    return $row;
+}
 
-    my $count = 1;
-    foreach(@$orderedProblems) {
-        my ($sequence,$problem,$part)=split(':', $_);
-        if($cache->{'ProblemStatisticsMaps'} ne 'All Maps'  &&
-           $cache->{'ProblemStatisticsMaps'} ne $cache->{$sequence.':title'}) {
-            next;
+sub statistics_table_header {
+    my ($options) = @_;
+    my $header_row;
+    foreach my $field (@Fields) {
+        next if ($options =~ /no $field->{'name'}/);
+        next if ($field->{'selected'} ne 'yes');
+        $header_row .= '<th>';
+        my $header_row_text = &mt($field->{'title'});
+        if (exists($field->{'sortable'}) && $field->{'sortable'} eq 'yes') {
+            $header_row .=
+                '<a href="javascript:'.
+                'document.Statistics.sortby.value='."'".$field->{'name'}."'".
+                ';document.Statistics.submit();">'.
+                $header_row_text.
+                '</a>';
+        } else {
+            $header_row .= $header_row_text;
+        }
+        if ($options !~ /no plots/        && 
+            exists($field->{'graphable'}) && 
+            $field->{'graphable'} eq 'yes') {
+            $header_row.=' (';
+            $header_row .= '<a href="javascript:'.
+                "document.Statistics.plot.value='$field->{'name'}'".
+                    ';document.Statistics.submit();">';
+            $header_row .= &mt('plot').'</a>)';
         }
+        $header_row .= '</th>';
+    }
+    return $header_row;
+}
+
+sub sequence_html_header {
+    my $Str .= &Apache::loncommon::start_data_table_header_row();
+    foreach my $field (@SeqFields) {
+#        next if ($field->{'selected'} ne 'yes');
+        $Str .= '<th bgcolor="'.$field->{'color'}.'"';
+        $Str .= '>'.&mt($field->{'title'}).'</th>';
+    }
+    $Str .= &Apache::loncommon::end_data_table_header_row();
+    return $Str;
+}
 
-        my $ref = '<a href="'.$cache->{$problem.':source'}.
-                  '" target="_blank">'.$cache->{$problem.':title'}.'</a>';
-#        my $ref = $cache->{$problem.':title'};
-        my $title = $cache->{$problem.':title'};
-        my $source = 'source';
-        my $tableData = join('&', $ref, $title, $source,
-                       $cache->{$_.':studentCount'},
-                       $cache->{$_.':totalTries'},
-                       $cache->{$_.':maxTries'},
-                       sprintf("%.2f", $cache->{$_.':mean'}),
-                       $cache->{$_.':correct'},
-                       $cache->{$_.':correctByOverride'},
-                       sprintf("%.1f", $cache->{$_.':percentWrong'}),
-                       sprintf("%.2f", $cache->{$_.':degreeOfDifficulty'}),
-                       sprintf("%.1f", $cache->{$_.':standardDeviation'}),
-                       sprintf("%.1f", $cache->{$_.':skewness'}),
-                       sprintf("%.2f", $cache->{$_.':discriminationFactor1'}),
-                       sprintf("%.2f", $cache->{$_.':discriminationFactor2'}),
-                       0); # 0 is for discussion, need to figure out
-
-#6666666
-#	    $r->print('<br>'.$out.'&'.$DoD);
-#            print (OUT $out.'@'.$DoD.'&');
-#6666666
-
-#check with Gerd
-#        $urlres=~/^(\w+)\/(\w+)/;
-#        if ($StdNo) {
-#            &Apache::lonnet::put('nohist_resevaldata',\%storestats,
-#                                 $1,$2);
-#        }
-#-------------------------------- Row of statistical table
-        &TableRow($displayFormat,$tableData,$count,$r,$color);
-        $count++;
-    }
-    if($cache->{'DisplayFormat'} ne 'Display CSV Format') {
-        $r->print('</table>'."\n");
-    }
-    $r->print('</td></tr></table>');
-#6666666
-#    close( OUT );
-#666666
-    return;
-}
-
-sub TableRow {
-    my ($displayFormat,$Str,$RealIdx,$r,$color)=@_;
-    my($ref,$title,$source,$StdNo,$TotalTries,$MxTries,$Avg,$YES,$Override,
-       $Wrng,$DoD,$SD,$Sk,$_D1,$_D2,$DiscNo,$Prob)=split(/\&/,$Str);	
-    my $Ptr;
-    if($displayFormat eq 'Display CSV Format') {
-        $Ptr="\n".'<br>'.
-             "\n".'"'.$RealIdx.'",'.
-             "\n".'"'.$title.'",'.
-             "\n".'"'.$source.'",'.
-             "\n".'"'.$StdNo.'",'.
-             "\n".'"'.$TotalTries.'",'.
-             "\n".'"'.$MxTries.'",'.
-             "\n".'"'.$Avg.'",'.
-             "\n".'"'.$YES.'",'.
-             "\n".'"'.$Override.'",'.
-             "\n".'"'.$Wrng.'",'.
-             "\n".'"'.$DoD.'",'.
-             "\n".'"'.$SD.'",'.
-             "\n".'"'.$Sk.'",'.
-             "\n".'"'.$_D1.'",'.
-	     "\n".'"'.$_D2.'"'.
-	     "\n".'"'.$DiscNo.'"';
 
-        $r->print("\n".$Ptr);
+sub sequence_html_output {
+    my ($seq) = @_;
+    my $data = $SeqStat{$seq->symb};
+    my $row = &Apache::loncommon::start_data_table_row();
+    foreach my $field (@SeqFields) {
+        next if ($field->{'selected'} ne 'yes');
+        $row .= '<td bgcolor="'.$field->{'color'}.'"';
+        if (exists($field->{'align'})) {
+            $row .= ' align="'.$field->{'align'}.'"';
+        }
+        $row .= '>';
+        if (exists($field->{'format'})) {
+            $row .= sprintf($field->{'format'},$data->{$field->{'name'}});
+        } else {
+            $row .= $data->{$field->{'name'}};
+        }
+        $row .= '</td>';
+    }
+    $row .= &Apache::loncommon::end_data_table_row()."\n";
+    return $row;
+}
+
+####################################################
+####################################################
+##
+##    Plotting Routines
+##
+####################################################
+####################################################
+sub make_plot {
+    my ($r,$plot) = @_;
+    &compute_all_statistics($r);
+    &sort_data($env{'form.sortby'});
+    if ($plot eq 'degrees') {
+        &degrees_plot($r);
+    } elsif ($plot eq 'tries statistics') {
+        &tries_data_plot($r);
     } else {
-        $Ptr="\n".'<tr>'.
-             "\n".'<td bgcolor="#ffffe6">'.$RealIdx.'</td>'.
-             "\n".'<td bgcolor="#ffffe6">'.$ref.'</td>'.
-             "\n".'<td bgcolor='.$color->{"yellow"}.'> '.$StdNo.'</td>'.
-             "\n".'<td bgcolor='.$color->{"yellow"}.'>'.$TotalTries.'</td>'.
-             "\n".'<td bgcolor='.$color->{"yellow"}.'>'.$MxTries.'</td>'.
-             "\n".'<td bgcolor='.$color->{"gb"}.'>'.$Avg.'</td>'.
-             "\n".'<td bgcolor='.$color->{"gb"}.'> '.$YES.'</td>'.
-             "\n".'<td bgcolor='.$color->{"gb"}.'> '.$Override.'</td>'.
-             "\n".'<td bgcolor='.$color->{"red"}.'> '.$Wrng.'</td>'.
-             "\n".'<td bgcolor='.$color->{"red"}.'> '.$DoD.'</td>'.
-             "\n".'<td bgcolor='.$color->{"green"}.'> '.$SD.'</td>'.
-             "\n".'<td bgcolor='.$color->{"green"}.'> '.$Sk.'</td>'.
-             "\n".'<td bgcolor='.$color->{"purple"}.'> '.$_D1.'</td>'.
-	     "\n".'<td bgcolor='.$color->{"purple"}.'> '.$_D2.'</td>'.
-             "\n".'<td bgcolor='.$color->{"yellow"}.'> '.$DiscNo.'</td>';
-        $r->print("\n".$Ptr.'</tr>' );
+        &make_single_stat_plot($r,$plot);
     }
+    return;
+}
 
+sub make_single_stat_plot {
+    my ($r,$datafield) = @_;
+    #
+    my $title; my $yaxis;
+    foreach my $field (@Fields) {
+        next if ($field->{'name'} ne $datafield);
+        $title = &mt($field->{'long_title'});
+        $yaxis = &mt($field->{'title'});
+        last;
+    }
+    if ($title eq '' || $yaxis eq '') {
+        # datafield is something we do not know enough about to plot
+        $r->print('<p class="LC_warning">'.
+                  &mt('Unable to plot the requested statistic.').
+                  '</p>');
+        return;
+    }
+    #
+    # Build up the data sets to plot
+    my @Labels;
+    my @Data;
+    my $max = 1;
+    foreach my $data (@StatsArray) {
+        push(@Labels,$data->{'problem_num'});
+        push(@Data,$data->{$datafield});
+        if ($data->{$datafield}>$max) {
+            $max = $data->{$datafield};
+        }
+    }
+    foreach (1,2,3,4,5,10,15,20,25,40,50,75,100,150,200,250,300,500,600,750,
+             1000,1500,2000,2500,3000,3500,4000,5000,7500,10000,15000,20000) {
+        if ($max <= $_) {
+            $max = $_;
+            last;
+        }
+    }
+    if ($max > 20000) {
+        $max = 10000*(int($max/10000)+1);
+    }
+    #
+    $r->print("<p>".&Apache::loncommon::DrawBarGraph($title,
+                                                     &mt('Problem Number'),
+                                                     $yaxis,
+                                                     $max,
+                                                     undef, # colors
+                                                     \@Labels,
+                                                     \@Data)."</p>\n");
     return;
 }
 
-# For loading the colored table for display or un-colored for print
-sub setbgcolor {
-    my $PrintTable=shift;
-    my %color;
-    if ($PrintTable){
-	$color{"gb"}="#FFFFFF";
-	$color{"red"}="#FFFFFF";
-	$color{"yellow"}="#FFFFFF";
-	$color{"green"}="#FFFFFF";
-	$color{"purple"}="#FFFFFF";
-    } else {
-	$color{"gb"}="#DDFFFF";
-	$color{"red"}="#FFDDDD";
-	$color{"yellow"}="#EEFFCC";
-	$color{"green"}="#DDFFDD";
-	$color{"purple"}="#FFDDFF";
-    }
-
-    return \%color;
-}
-
-sub ProblemStatisticsButtons {
-    my ($displayFormat, $displayLegend)=@_;
-
-    my $Ptr = '<tr><td></td><td align="left">';
-    $Ptr .= '<input type="submit" name="DoDiffGraph" ';
-    $Ptr .= 'value="DoDiff Graph" />'."\n";
-    $Ptr .= '&nbsp;&nbsp;&nbsp;';
-    $Ptr .= '<input type="submit" name="PercentWrongGraph" ';
-    $Ptr .= 'value="%Wrong Graph" />'."\n";
-    $Ptr .= '</td></tr><tr><td></td><td>'."\n";
-    $Ptr .= '<input type="submit" name="DisplayLegend" ';
-    if($displayLegend eq 'Show Legend') {
-        $Ptr .= 'value="Hide Legend" />'."\n";
+sub degrees_plot {
+    my ($r)=@_;
+    my $count = scalar(@StatsArray);
+    my $width = 50 + 10*$count;
+    $width = 300 if ($width < 300);
+    my $height = 300;
+    my $plot = '';
+    my $ymax = 0;
+    my $ymin = 0;
+    my @Disc; my @Diff; my @Labels;
+    foreach my $data (@StatsArray) {
+        push(@Labels,$data->{'problem_num'});
+        my $disc = $data->{'deg_of_disc'};
+        my $diff = $data->{'deg_of_diff'};
+        push(@Disc,$disc);
+        push(@Diff,$diff);
+        #
+        $ymin = $disc if ($ymin > $disc);
+        $ymin = $diff if ($ymin > $diff);
+        $ymax = $disc if ($ymax < $disc);
+        $ymax = $diff if ($ymax < $diff);
+    }
+    #
+    # Make sure we show relevant information.
+    if ($ymin < 0) {
+        if (abs($ymin) < 0.05) {
+            $ymin = 0;
+        } else {
+            $ymin = -1;
+        }
+    }
+    if ($ymax > 0) {
+        if (abs($ymax) < 0.05) {
+            $ymax = 0;
+        } else {
+            $ymax = 1;
+        }
+    }
+    #
+    my $xmax = $Labels[-1];
+    if ($xmax > 50) {
+        if ($xmax % 10 != 0) {
+            $xmax = 10 * (int($xmax/10)+1);
+        }
     } else {
-        $Ptr .= 'value="Show Legend" />'."\n";
+        if ($xmax % 5 != 0) {
+            $xmax = 5 * (int($xmax/5)+1);
+        }
+    }
+    #
+    my $discdata .= '<data>'.join(',',@Labels).'</data>'.$/.
+                    '<data>'.join(',',@Disc).'</data>'.$/;
+    #
+    my $diffdata .= '<data>'.join(',',@Labels).'</data>'.$/.
+                    '<data>'.join(',',@Diff).'</data>'.$/;
+    #
+    my $title = &mt('Degree of Discrimination[_1]and Degree of Difficulty','\n');
+    if ($xmax > 50) {
+        $title = &mt('Degree of Discrimination and Degree of Difficulty');
+    }
+    my %lt = &Apache::lonlocal::texthash(
+        'alttag' => 'Degree of Discrimination and Degree of Difficulty Plot',
+        'xlabel' => 'Problem Number',
+    );
+    #
+    $plot=<<"END";
+<gnuplot 
+    texfont="10"
+    fgcolor="x000000"
+    plottype="Cartesian"
+    font="large"
+    grid="on"
+    align="center"
+    border="on"
+    transparent="on"
+    alttag="$lt{'alttag'}"
+    samples="100"
+    bgcolor="xffffff"
+    height="$height"
+    width="$width">
+    <key 
+        pos="top right"
+        title=""
+        box="off" />
+    <title>$title</title>
+    <axis xmin="0" ymin="$ymin" xmax="$xmax" ymax="$ymax" color="x000000" />
+    <xlabel>$lt{'xlabel'}</xlabel>
+    <curve 
+        linestyle="linespoints" 
+        name="DoDisc" 
+        pointtype="0" 
+        color="x000000">
+        $discdata
+    </curve>
+    <curve 
+        linestyle="linespoints" 
+        name="DoDiff" 
+        pointtype="0" 
+        color="xFF0000">
+        $diffdata
+    </curve>
+</gnuplot>
+END
+    my $plotresult =
+        '<p>'.&Apache::lonxml::xmlparse($r,'web',$plot).'</p>'.$/;
+    $r->print($plotresult);
+    return;
+}
+
+sub tries_data_plot {
+    my ($r)=@_;
+    my $count = scalar(@StatsArray);
+    my $width = 50 + 10*$count;
+    $width = 300 if ($width < 300);
+    my $height = 300;
+    my $plot = '';
+    my @STD;  my @Mean; my @Max; my @Min;
+    my @Labels;
+    my $ymax = 5;
+    foreach my $data (@StatsArray) {
+        my $max = $data->{'mean_tries'} + $data->{'std_tries'};
+        $ymax = $max if ($ymax < $max);
+        $ymax = $max if ($ymax < $max);
+        push(@Labels,$data->{'problem_num'});
+        push(@STD,$data->{'std_tries'});
+        push(@Mean,$data->{'mean_tries'});
     }
-    $Ptr .= '&nbsp;&nbsp;&nbsp;';
-    $Ptr .= '<input type="submit" name="DisplayCSVFormat" ';
-    if($displayFormat eq 'Display CSV Format') {
-        $Ptr .= 'value="Display Table Format" />'."\n";
+    #
+    # Make sure we show relevant information.
+    my $xmax = $Labels[-1];
+    if ($xmax > 50) {
+        if ($xmax % 10 != 0) {
+            $xmax = 10 * (int($xmax/10)+1);
+        }
     } else {
-        $Ptr .= 'value="Display CSV Format" />'."\n";
+        if ($xmax % 5 != 0) {
+            $xmax = 5 * (int($xmax/5)+1);
+        }
+    }
+    $ymax = int($ymax)+1+2;
+    #
+    my $std_data .= '<data>'.join(',',@Labels).'</data>'.$/.
+                    '<data>'.join(',',@Mean).'</data>'.$/;
+    #
+    my $std_error_data .= '<data>'.join(',',@Labels).'</data>'.$/.
+                          '<data>'.join(',',@Mean).'</data>'.$/.
+                          '<data>'.join(',',@STD).'</data>'.$/;
+    #
+    my $title = &mt('Mean and S.D. of Tries');
+    if ($xmax > 30) {
+        $title = &mt('Mean and Standard Deviation of Tries');
     }
-    $Ptr .= '</td></tr>';
+    #
+    my %lt = &Apache::lonlocal::texthash(
+        'alttag' => 'Mean and S.D of Tries Plot',
+        'xlabel' => 'Problem Number',
+        'ylabel' => 'Number of Tries',
+    );
+    $plot=<<"END";
+<gnuplot 
+    texfont="10"
+    fgcolor="x000000"
+    plottype="Cartesian"
+    font="large"
+    grid="on"
+    align="center"
+    border="on"
+    transparent="on"
+    alttag="$lt{'alttag'}"
+    samples="100"
+    bgcolor="xffffff"
+    height="$height"
+    width="$width">
+    <title>$title</title>
+    <axis xmin="0" ymin="0" xmax="$xmax" ymax="$ymax" color="x000000" />
+    <xlabel>$lt{'xlabel'}</xlabel>
+    <ylabel>$lt{'ylabel'}</ylabel>
+    <curve 
+        linestyle="yerrorbars"
+        name="S.D. Tries" 
+        pointtype="1" 
+        color="x666666">
+        $std_error_data
+    </curve>
+    <curve 
+        linestyle="points"
+        name="Mean Tries" 
+        pointtype="1" 
+        color="xCC4444">
+        $std_data
+    </curve>
+</gnuplot>
+END
+    my $plotresult =
+        '<p>'.&Apache::lonxml::xmlparse($r,'web',$plot).'</p>'.$/;
+    $r->print($plotresult);
+    return;
+}
 
-    return $Ptr;
+sub plot_dropdown {
+    my $current = '';
+    my $title;
+    #
+    if (defined($env{'form.plot'})) {
+        $current = $env{'form.plot'};
+    }
+    #
+    my @Additional_Plots = (
+                            { graphable=>'yes',
+                              name => 'degrees',
+                              title => 'Difficulty Indexes' },
+                            { graphable=>'yes',
+                              name => 'tries statistics',
+                              title => 'Tries Statistics' });
+    #
+    my $Str= "\n".'<select name="plot" size="1">';
+    $Str .= '<option name="none"></option>'."\n";
+    $Str .= '<option name="none2">'.&mt('none').'</option>'."\n";
+    foreach my $field (@Additional_Plots,@Fields) {
+        if (! exists($field->{'graphable'}) ||
+            $field->{'graphable'} ne 'yes') {
+            next;
+        }
+        $Str .= '<option value="'.$field->{'name'}.'"';
+        if ($field->{'name'} eq $current) {
+            $Str .= ' selected="selected"';
+        }
+        $title = &mt($field->{'long_title'});
+        $title = &mt($field->{'title'}) if (!$title);
+        $Str.= '>'.$title.'</option>'."\n";
+    }
+    $Str .= '</select>'."\n";
+    return $Str;
 }
 
-sub ProblemStatisticsLegend {
-    my $Ptr = '';
-    $Ptr = '<table border="0">';
-    $Ptr .= '<tr><td>';
-    $Ptr .= '<b>#Stdnts</b></td>';
-    $Ptr .= '<td>Total number of students attempted the problem.';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>Tries</b></td>';
-    $Ptr .= '<td>Total number of tries for solving the problem.';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>Mod</b></td>';
-    $Ptr .= '<td>Largest number of tries for solving the problem by a student.';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>Mean</b></td>';
-    $Ptr .= '<td>Average number of tries. [ Tries / #Stdnts ]';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>#YES</b></td>';
-    $Ptr .= '<td>Number of students solved the problem correctly.';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>#yes</b></td>';
-    $Ptr .= '<td>Number of students solved the problem by override.';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>%Wrong</b></td>';
-    $Ptr .= '<td>Percentage of students who tried to solve the problem ';
-    $Ptr .= 'but is still incorrect. [ 100*((#Stdnts-(#YES+#yes))/#Stdnts) ]';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>DoDiff</b></td>';
-    $Ptr .= '<td>Degree of Difficulty of the problem.  ';
-    $Ptr .= '[ 1 - ((#YES+#yes) / Tries) ]';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>S.D.</b></td>';
-    $Ptr .= '<td>Standard Deviation of the tries.  ';
-    $Ptr .= '[ sqrt(sum((Xi - Mean)^2)) / (#Stdnts-1) ';
-    $Ptr .= 'where Xi denotes every student\'s tries ]';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>Skew.</b></td>';
-    $Ptr .= '<td>Skewness of the students tries.';
-    $Ptr .= '[(sqrt( sum((Xi - Mean)^3) / #Stdnts)) / (S.D.^3)]';
-    $Ptr .= '</td></tr><tr><td>';
-    $Ptr .= '<b>Dis.F.</b></td>';
-    $Ptr .= '<td>Discrimination Factor: A Standard for evaluating the ';
-    $Ptr .= 'problem according to a Criterion<br>';
-    $Ptr .= '<b>[Applied Criterion in %27 Upper Students - ';
-    $Ptr .= 'Applied the same Criterion in %27 Lower Students]</b><br>';
-    $Ptr .= '<b>1st Criterion</b> for Sorting the Students: ';
-    $Ptr .= '<b>Sum of Partial Credit Awarded / Total Number of Tries</b><br>';
-    $Ptr .= '<b>2nd Criterion</b> for Sorting the Students: ';
-    $Ptr .= '<b>Total number of Correct Answers / Total Number of Tries</b>';
-    $Ptr .= '</td></tr>';
-    $Ptr .= '<tr><td><b>Disc.</b></td>';
-    $Ptr .= '<td>Number of Students had at least one discussion.';
-    $Ptr .= '</td></tr></table>';
-
-    return $Ptr;
-}
-
-#------- Processing upperlist and lowerlist according to each problem
-
-sub ExtractStudentData {
-    my ($cache, $students)=@_;
-
-#$Apache::lonxml::debug=1;
-#&Apache::lonhomework::showhash(%$cache);
-#$Apache::lonxml::debug=0;
-
-    my @problemList=();
-    my %problemData;
-    foreach my $sequence (split(':', $cache->{'orderedSequences'})) {
-        foreach my $problemID (split(':', $cache->{$sequence.':problems'})) {
-            foreach my $part (split(/\:/,$cache->{$sequence.':'.
-                                                  $problemID.
-                                                  ':parts'})) {
-                my $id = $sequence.':'.$problemID.':'.$part;
-                push(@problemList, $id);
-                my $totalTries = 0;
-                my $totalAwarded = 0;
-                my $correct = 0;
-                my $correctByOverride = 0;
-                my $studentCount = 0;
-                my $maxTries = 0;
-                my $totalFirst = 0;
-                my @studentTries=();
-                foreach(@$students) {
-                    my $code = $cache->{"$_:$problemID:$part:code"};
-
-                    if(defined($cache->{$_.':error'}) || $code eq ' ' ||
-                       $cache->{"$_:$problemID:NoVersion"} eq 'true') {
-                        next;
-                    }
+###############################################
+###############################################
+##
+## Excel output routines
+##
+###############################################
+###############################################
+sub Excel_output {
+    my ($r) = @_;
+    $r->print('<h2>'.&mt('Preparing Excel Spreadsheet').'</h2>');
+    ##
+    ## Compute the statistics
+    &compute_all_statistics($r);
+    my $c = $r->connection;
+    return if ($c->aborted());
+    #
+    my ($starttime,$endtime) = &Apache::lonstathelpers::get_time_limits();
+    ##
+    ## Create the excel workbook
+    my ($excel_workbook,$filename,$format) =
+        &Apache::loncommon::create_workbook($r);
+    return if (! defined($excel_workbook));
+    #
+    # Add a worksheet
+    my $sheetname = $env{'course.'.$env{'request.course.id'}.'.description'};
+    if (length($sheetname) > 31) {
+        $sheetname = substr($sheetname,0,31);
+    }
+    my $excel_sheet = $excel_workbook->addworksheet(
+        &Apache::loncommon::clean_excel_name($sheetname));
+    ##
+    ## Begin creating excel sheet
+    ##
+    my ($rows_output,$cols_output) = (0,0);
+    #
+    # Put the course description in the header
+    $excel_sheet->write($rows_output,$cols_output++,
+                   $env{'course.'.$env{'request.course.id'}.'.description'},
+                        $format->{'h1'});
+    $cols_output += 3;
+    #
+    # Put a description of the sections listed
+    my $sectionstring = '';
+    $excel_sheet->write($rows_output,$cols_output++,
+                        &Apache::lonstatistics::section_and_enrollment_description('plaintext'),
+                        $format->{'h3'});
+    $cols_output += scalar(&Apache::lonstatistics::get_selected_sections());
+    $cols_output += scalar(&Apache::lonstatistics::get_selected_groups());
+    #
+    # Time restrictions
+    my $time_string;
+    if (defined($starttime)) {
+        if (defined($endtime)) {
+            $time_string .=  &mt('Data collected from [_1] to [_2]',
+                                 &Apache::lonlocal::locallocaltime($starttime),
+                                 &Apache::lonlocal::locallocaltime($endtime));
+        } else {
+            $time_string .=  &mt('Data collected from [_1]',
+                                 &Apache::lonlocal::locallocaltime($starttime));
+        }
+    } elsif (defined($endtime)) {
+        $time_string .=  &mt('Data collected before [_1]',
+                             &Apache::lonlocal::locallocaltime($endtime));
+    }
+    if (defined($time_string)) {
+        $excel_sheet->write($rows_output,$cols_output++,$time_string);
+        $cols_output+= 5;
+    }
+    #
+    # Put the date in there too
+    $excel_sheet->write($rows_output,$cols_output++,
+                        &mt('Compiled on [_1]',&Apache::lonlocal::locallocaltime(time)));
+    #
+    $rows_output++;
+    $cols_output=0;
+    ##
+    ## Sequence Statistics
+    ##
+    &write_headers($excel_sheet,$format,\$rows_output,\$cols_output,
+                   \@SeqFields);
+    foreach my $seq (@sequences) {
+        my $data = $SeqStat{$seq->symb};
+        $cols_output=0;
+        foreach my $field (@SeqFields) {
+            next if ($field->{'selected'} ne 'yes');
+            my $fieldformat = undef;
+            if (exists($field->{'excel_format'})) {
+                $fieldformat = $format->{$field->{'excel_format'}};
+            }
+            $excel_sheet->write($rows_output,$cols_output++,
+                                $data->{$field->{'name'}},$fieldformat);
+        }
+        $rows_output++;
+        $cols_output=0;
+    }
+    ##
+    ## Resource Statistics
+    ##
+    $rows_output++;
+    $cols_output=0;
+    &write_headers($excel_sheet,$format,\$rows_output,\$cols_output,
+                   \@Fields);
+    #
+    foreach my $data (@StatsArray) {
+        $cols_output=0;
+        foreach my $field (@Fields) {
+            next if ($field->{'selected'} ne 'yes');
+            next if ($field->{'name'} eq 'problem_num');
+            my $fieldformat = undef;
+            if (exists($field->{'excel_format'})) {
+                $fieldformat = $format->{$field->{'excel_format'}};
+            }
+            $excel_sheet->write($rows_output,$cols_output++,
+                                $data->{$field->{'name'}},$fieldformat);
+        }
+        $rows_output++;
+        $cols_output=0;
+    }
+    #
+    $excel_workbook->close();
+    #
+    # Tell the user where to get their excel file
+    $r->print('<br />'.
+              '<a href="'.$filename.'">'.
+              &mt('Your Excel Spreadsheet').'</a>'."\n");
+    $r->rflush();
+    return;
+}
 
-                    $studentCount++;
-                    my $tries =  $cache->{"$_:$problemID:$part:tries"};
-                    if($maxTries < $tries) {
-                        $maxTries = $tries;
-                    }
-                    $totalTries += $tries;
-                    push(@studentTries, $tries);
+##
+## &write_headers
+##
+sub write_headers {
+    my ($excel_sheet,$format,$rows_output,$cols_output,$Fields) = @_;
+    ##
+    ## First the long titles
+    foreach my $field (@{$Fields}) {
+        next if ($field->{'name'} eq 'problem_num');
+        next if ($field->{'selected'} ne 'yes');
+        if (exists($field->{'long_title'})) {
+            $excel_sheet->write($$rows_output,${$cols_output},
+                                $field->{'long_title'},
+                                $format->{'bold'});
+        } else {
+            $excel_sheet->write($$rows_output,${$cols_output},'');
+        }
+        ${$cols_output}+= 1;
+    }
+    ${$cols_output} =0;
+    ${$rows_output}+=1;
+    ##
+    ## Then the short titles
+    foreach my $field (@{$Fields}) {
+        next if ($field->{'selected'} ne 'yes');
+        next if ($field->{'name'} eq 'problem_num');
+        # Use english for excel as I am not sure how well excel handles
+        # other character sets....
+        $excel_sheet->write($$rows_output,$$cols_output,
+                            $field->{'title'},
+                            $format->{'bold'});
+        $$cols_output+=1;
+    }
+    ${$cols_output} =0;
+    ${$rows_output}+=1;
+    return;
+}
 
-                    my $awarded = $cache->{"$_:$problemID:$part:awarded"};
-                    $totalAwarded += $awarded;
+##################################################
+##################################################
+##
+## Statistics Gathering and Manipulation Routines
+##
+##################################################
+##################################################
+sub compute_statistics_on_sequence {
+    my ($seq) = @_;
+    my @Data;
+    foreach my $res (&Apache::lonstathelpers::get_resources($navmap,$seq)) {
+        foreach my $part (@{$res->parts}) {
+            next if (($res->is_survey($part)) || ($res->is_anonsurvey($part))) ;
+            #
+            # This is where all the work happens
+            my $data = &get_statistics($seq,$res,$part,scalar(@StatsArray)+1);
+            push (@Data,$data);
+            push (@StatsArray,$data);
+        }
+    }
+    return @Data;
+}
 
-                    if($code eq '*') {
-                        $correct++;
-                        if($tries == 1) {
-                            $totalFirst++;
-                        }
-                    } elsif($code eq '+') {
-                        $correctByOverride++;
+sub compute_all_statistics {
+    my ($r) = @_;
+    if (@StatsArray > 0) {
+        # Assume we have already computed the statistics
+        return;
+    }
+    my $c = $r->connection;
+    foreach my $seq (@sequences) {
+        last if ($c->aborted);
+        &compute_sequence_statistics($seq);
+        &compute_statistics_on_sequence($seq);
+    }
+}
+
+sub sort_data {
+    my ($sortkey) = @_;
+    return if (! @StatsArray);
+    #
+    # Sort the data
+    my $sortby = undef;
+    foreach my $field (@Fields) {
+        if ($sortkey eq $field->{'name'}) {
+            $sortby = $field->{'name'};
+        }
+    }
+    if (! defined($sortby) || $sortby eq '' || $sortby eq 'problem_num') {
+        $sortby = 'container';
+    }
+    if ($sortby ne 'container') {
+        # $sortby is already defined, so we can charge ahead
+        if ($sortby =~ /^(title|part)$/i) {
+            # Alpha comparison
+            @StatsArray = sort {
+                lc($a->{$sortby}) cmp lc($b->{$sortby}) ||
+                lc($a->{'title'}) cmp lc($b->{'title'}) ||
+                lc($a->{'part'}) cmp lc($b->{'part'});
+            } @StatsArray;
+        } else {
+            # Numerical comparison
+            @StatsArray = sort {
+                my $retvalue = 0;
+                if ($b->{$sortby} eq 'nan') {
+                    if ($a->{$sortby} ne 'nan') {
+                        $retvalue = -1;
+                    } else {
+                        $retvalue = 0;
                     }
                 }
-
-                $problemData{$id.':sequenceTitle'} = 
-                    $cache->{$sequence.':title'};
-                $problemData{$id.':studentCount'} = $studentCount;
-                $problemData{$id.':totalTries'} = $totalTries;
-                $problemData{$id.':studentTries'} = \@studentTries;
-                $problemData{$id.':totalAwarded'} = $totalAwarded;
-                $problemData{$id.':correct'} = $correct;
-                $problemData{$id.':correctByOverride'} = $correctByOverride;
-                $problemData{$id.':wrong'} = $studentCount - 
-                                             ($correct + $correctByOverride);
-                $problemData{$id.':maxTries'} = $maxTries;
-                $problemData{$id.':totalFirst'} = $totalFirst;
-            }
+                if ($a->{$sortby} eq 'nan') {
+                    if ($b->{$sortby} ne 'nan') {
+                        $retvalue = 1;
+                    }
+                }
+                if ($retvalue eq '0') {
+                    $retvalue = $b->{$sortby} <=> $a->{$sortby}     ||
+                            lc($a->{'title'}) <=> lc($b->{'title'}) ||
+                            lc($a->{'part'})  <=> lc($b->{'part'});
+                }
+                $retvalue;
+            } @StatsArray;
         }
     }
-
-    my @upperStudents1=();
-    my @lowerStudents1=();
-    my @upperStudents2=();
-    my @lowerStudents2=();
-    my $upperCount = int(0.27*scalar(@$students));
-    # Discriminant Factor criterion 1
-    my $sortedStudents = &SortDivideByTries($students,$cache,':totalAwarded');
-
-    for(my $i=0; $i<$upperCount; $i++) {
-        push(@lowerStudents1, $sortedStudents->[$i]);
-        push(@upperStudents1, $sortedStudents->[(scalar(@$students)-$i-1)]);
+    #
+    # Renumber the data set
+    my $count;
+    foreach my $data (@StatsArray) {
+        $data->{'problem_num'} = ++$count;
     }
+    return;
+}
 
-    $problemData{'studentsUpperListCriterion1'}=join(':::', @upperStudents1);
-    $problemData{'studentsLowerListCriterion1'}=join(':::', @lowerStudents1);
-
-    # Discriminant Factor criterion 2
-    $sortedStudents = &SortDivideByTries($students, $cache, ':totalSolved');
+########################################################
+########################################################
 
-    for(my $i=0; $i<$upperCount; $i++) {
-        push(@lowerStudents2, $sortedStudents->[$i]);
-        push(@upperStudents2, $sortedStudents->[(scalar(@$students)-$i-1)]);
-    }
-    $problemData{'studentsUpperListCriterion2'}=join(':::', @upperStudents2);
-    $problemData{'studentsLowerListCriterion2'}=join(':::', @lowerStudents2);
+=pod
 
-    $problemData{'problemList'} = join(':::', @problemList);
-#                $Discussed=0;
-#                if($Discuss->{"$name:$problem"}) {
-#		    $TotDiscuss++;
-#                    $Discussed=1;
-#                }
+=item &get_statistics()
 
-    return \%problemData;
+Wrapper routine from the call to loncoursedata::get_problem_statistics.
+Calls lonstathelpers::get_time_limits() to limit the data set by time
+and &compute_discrimination_factor
+
+Inputs: $sequence, $resource, $part, $problem_num
+
+Returns: Hash reference with statistics data from
+loncoursedata::get_problem_statistics.
+
+=cut
+
+########################################################
+########################################################
+sub get_statistics {
+    my ($sequence,$resource,$part,$problem_num) = @_;
+    #
+    my ($starttime,$endtime) = &Apache::lonstathelpers::get_time_limits();
+    my $symb = $resource->symb;
+    my $courseid = $env{'request.course.id'};
+    #
+    my $data = &Apache::loncoursedata::get_problem_statistics
+                        ([&Apache::lonstatistics::get_selected_sections()],
+                         [&Apache::lonstatistics::get_selected_groups()],
+                         $Apache::lonstatistics::enrollment_status,
+                         $symb,$part,$courseid,$starttime,$endtime);
+    $data->{'symb'}        = $symb;
+    $data->{'part'}        = $part;
+    $data->{'problem_num'} = $problem_num;
+    $data->{'container'}   = $sequence->compTitle;
+    $data->{'title'}       = $resource->compTitle;
+    $data->{'title.link'}  = $resource->src.'?symb='.
+        &escape($resource->symb);
+    #
+    if ($SelectedFields{'deg_of_disc'}) {
+        $data->{'deg_of_disc'} =
+            &compute_discrimination_factor($resource,$part,$sequence);
+    }
+    #
+    # Store in metadata if computations were done for all students
+    if ($data->{'num_students'} > 1) {
+        my @Sections = &Apache::lonstatistics::get_selected_sections();
+        my $sections = '"'.join(' ',@Sections).'"';
+        $sections =~ s/&+/_/g;  # Ensure no special characters
+        $data->{'sections'}=$sections;
+        $data->{'course'} = $env{'request.course.id'};
+        my $urlres=(&Apache::lonnet::decode_symb($resource->symb))[2];
+        my %storestats =
+            &LONCAPA::lonmetadata::dynamic_metadata_storage($data);
+        my ($dom,$user) = ($urlres=~m{^($LONCAPA::domain_re)/($LONCAPA::username_re)});
+        &Apache::lonnet::put('nohist_resevaldata',\%storestats,$dom,$user);
+    }
+    #
+    $data->{'tries_per_correct'} = $data->{'tries'} / 
+        ($data->{'num_solved'}+0.1);
+    #
+    # Get the due date for research purposes (commented out most of the time)
+#    my $duedate = &Apache::lonnet::EXT('resource.'.$part.'.duedate',$symb);;
+#    my $opendate = &Apache::lonnet::EXT('resource.'.$part.'.opendate',$symb);
+#    my $maxtries = &Apache::lonnet::EXT('resource.'.$part.'.maxtries',$symb);
+#    my $hinttries = &Apache::lonnet::EXT('resource.'.$part.'.hinttries',$symb);
+    my $weight = &Apache::lonnet::EXT('resource.'.$part.'.weight',$symb);
+    $data->{'weight'} = $weight;
+#    $data->{'duedate'} = $duedate;
+#    $data->{'opendate'} = $opendate;
+#    $data->{'maxtries'} = $maxtries;
+#    $data->{'hinttries'} = $hinttries;
+#    $data->{'resptypes'} = join(',',@{$resource->{'partdata'}->{$part}->{'ResponseTypes'}});
+    return $data;
 }
 
-sub SortDivideByTries {
-    my ($toSort, $data, $sortOn)=@_;
-    my @orderedData = sort { ($data->{$a.':totalTries'}) ? 
-                             ($data->{$a.$sortOn}/$data->{$a.':totalTries'}):0
-                             <=>
-                             ($data->{$b.':totalTries'}) ? 
-                             ($data->{$b.$sortOn}/$data->{$b.':totalTries'}):0
-                           } @$toSort;
+###############################################
+###############################################
 
-    return \@orderedData;
-}
+=pod
 
-sub SortProblems {
-    my ($problemData,$sortBy,$ascend)=@_;
+=item &compute_discrimination_factor()
 
-    my @problems = split(':::', $problemData->{'problemList'});
-    if($sortBy eq "Homework Sets Order") {
-        return \@problems;
-    }
+Inputs: $Resource, $Sequence
 
-    my $data;
+Returns: integer between -1 and 1
 
-    if   ($sortBy eq "#Stdnts") { $data = ':studentCount'; }
-    elsif($sortBy eq "Tries")   { $data = ':totalTries'; }
-    elsif($sortBy eq "Mod")     { $data = ':maxTries'; }
-    elsif($sortBy eq "Mean")    { $data = ':mean'; }
-    elsif($sortBy eq "#YES")    { $data = ':correct'; }
-    elsif($sortBy eq "#yes")    { $data = ':correctByOverride'; }
-    elsif($sortBy eq "%Wrng")   { $data = ':percentWrong'; }
-    elsif($sortBy eq "DoDiff")  { $data = ':degreeOfDifficulty'; }
-    elsif($sortBy eq "S.D.")    { $data = ':standardDeviation'; }
-    elsif($sortBy eq "Skew.")   { $data = ':skewness'; }
-    elsif($sortBy eq "D.F.1st") { $data = ':discriminantFactor1'; }
-    elsif($sortBy eq "D.F.2nd") { $data = ':discriminantFactor2'; }
-    elsif($sortBy eq "Disc.")   { $data = ''; }
-    else                        { return \@problems; }
+=cut
 
-    my @orderedProblems = 
-        sort { $problemData->{$a.$data} <=> $problemData->{$b.$data} }
-             @problems;
-    if($ascend eq 'Descending') {
-        @orderedProblems = reverse(@orderedProblems);
+###############################################
+###############################################
+sub compute_discrimination_factor {
+    my ($resource,$part,$seq) = @_;
+    my $symb = $resource->symb;
+    my @Resources;
+    foreach my $res (&Apache::lonstathelpers::get_resources($navmap,$seq)){
+        next if ($res->symb eq $symb);
+        push (@Resources,$res->symb);
+    }
+    #
+    # rank
+    my ($starttime,$endtime) = &Apache::lonstathelpers::get_time_limits();
+    my $ranking =
+        &Apache::loncoursedata::rank_students_by_scores_on_resources
+        (\@Resources,
+         [&Apache::lonstatistics::get_selected_sections()],
+         [&Apache::lonstatistics::get_selected_groups()],
+         $Apache::lonstatistics::enrollment_status,undef,
+         $starttime,$endtime, $symb);
+    #
+    # compute their percent scores on the problems in the sequence,
+    my $number_to_grab = int(scalar(@{$ranking})/4);
+    my $num_students = scalar(@{$ranking});
+    my @BottomSet = map { $_->[&Apache::loncoursedata::RNK_student()];
+                      } @{$ranking}[0..$number_to_grab];
+    my @TopSet    =
+        map {
+            $_->[&Apache::loncoursedata::RNK_student()];
+          } @{$ranking}[-$number_to_grab..0];
+    if (! @BottomSet || (@BottomSet == 1 && $BottomSet[0] eq '') ||
+        ! @TopSet    || (@TopSet    == 1 && $TopSet[0]    eq '')) {
+        return 'nan';
+    }
+    my ($bottom_sum,$bottom_max) =
+        &Apache::loncoursedata::get_sum_of_scores($symb,$part,\@BottomSet,
+                                                  undef,$starttime,$endtime);
+    my ($top_sum,$top_max) =
+        &Apache::loncoursedata::get_sum_of_scores($symb,$part,\@TopSet,
+                                                  undef,$starttime,$endtime);
+    my $deg_of_disc;
+    if ($top_max == 0 || $bottom_max==0) {
+        $deg_of_disc = 'nan';
+    } else {
+        $deg_of_disc = ($top_sum/$top_max) - ($bottom_sum/$bottom_max);
     }
+    #&Apache::lonnet::logthis('    '.$top_sum.'/'.$top_max.
+    #                         ' - '.$bottom_sum.'/'.$bottom_max);
+    return $deg_of_disc;
+}
 
-    return \@orderedProblems;
+###############################################
+###############################################
+##
+## Compute KR-21
+##
+## To compute KR-21, you need the following information:
+##
+## K=the number of items in your test
+## M=the mean score on the test
+## s=the standard deviation of the scores on your test
+##
+## then:
+##
+## KR-21 rk= [K/(K-1)] * [1- (M*(K-M))/(K*s^2))]
+##
+###############################################
+###############################################
+sub compute_sequence_statistics {
+    my ($seq) = @_;
+    my $symb = $seq->symb;
+    my @Resources;
+    my $part_count;
+    foreach my $res (&Apache::lonstathelpers::get_resources($navmap,$seq)) {
+        push (@Resources,$res->symb);
+        $part_count += scalar(@{$res->parts});
+    }
+    my ($starttime,$endtime) = &Apache::lonstathelpers::get_time_limits();
+    #
+    # First compute statistics based on student scores
+    my ($smin,$smax,$sMean,$sSTD,$scount,$sMAX) =
+        &Apache::loncoursedata::score_stats
+                    ([&Apache::lonstatistics::get_selected_sections()],
+                     [&Apache::lonstatistics::get_selected_groups()],
+                     $Apache::lonstatistics::enrollment_status,
+                     \@Resources,$starttime,$endtime,undef);
+    $SeqStat{$symb}->{'title'}  = $seq->compTitle;
+    $SeqStat{$symb}->{'scoremax'}  = $smax;
+    $SeqStat{$symb}->{'scoremin'}  = $smin;
+    $SeqStat{$symb}->{'scoremean'} = $sMean;
+    $SeqStat{$symb}->{'scorestd'}  = $sSTD;
+    $SeqStat{$symb}->{'scorecount'} = $scount;
+    $SeqStat{$symb}->{'max_possible'} = $sMAX;
+    #
+    # Compute statistics based on the number of correct problems
+    # 'correct' is taken to mean
+    my ($cmin,$cmax,$cMean,$cSTD,$ccount)=
+        &Apache::loncoursedata::count_stats
+        ([&Apache::lonstatistics::get_selected_sections()],
+         [&Apache::lonstatistics::get_selected_groups()],
+         $Apache::lonstatistics::enrollment_status,
+         \@Resources,$starttime,$endtime,undef);
+    my $K = $part_count;
+    my $kr_21;
+    if ($K > 1 && $cSTD > 0) {
+        $kr_21 =  ($K/($K-1)) * (1 - $cMean*($K-$cMean)/($K*$cSTD**2));
+    } else {
+        $kr_21 = 'nan';
+    }
+    $SeqStat{$symb}->{'countmax'} = $cmax;
+    $SeqStat{$symb}->{'countmin'} = $cmin;
+    $SeqStat{$symb}->{'countstd'} = $cSTD;
+    $SeqStat{$symb}->{'countmean'} = $cMean;
+    $SeqStat{$symb}->{'count'} = $ccount;
+    $SeqStat{$symb}->{'items'} = $K;
+    $SeqStat{$symb}->{'KR-21'}=$kr_21;
+    return;
 }
 
-sub CalculateStatistics {
-    my ($data, $cache)=@_;
 
-    my @problems = split(':::', $data->{'problemList'});
-    foreach(@problems) {
-        # Mean
-        $data->{$_.':mean'} = ($data->{$_.':studentCount'}) ? 
-            ($data->{$_.':totalTries'} / $data->{$_.':studentCount'}) : 0;
 
-        # %Wrong
-        $data->{$_.':percentWrong'} = ($data->{$_.':studentCount'}) ?
-            (($data->{$_.':wrong'} / $data->{$_.':studentCount'}) * 100.0) : 
-            100.0;
+=pod 
 
-        # Degree of Difficulty
-        $data->{$_.':degreeOfDifficulty'} = ($data->{$_.':totalTries'}) ?
-            (1 - (($data->{$_.':correct'} + $data->{$_.':correctByOverride'}) /
-                  $data->{$_.':totalTries'})) : 0;
+=item ProblemStatisticsLegend
 
-        # Factor in mean
-        my $studentTries = $data->{$_.':studentTries'};
-        foreach(my $index=0; $index < scalar(@$studentTries); $index++) {
-            $studentTries->[$index] -= $data->{$_.':mean'};
-        }
-        my $sumSquared = 0;
-        my $sumCubed = 0;
-        foreach(@$studentTries) {
-            my $squared = ($_ * $_);
-            my $cubed = ($squared * $_);
-            $sumSquared += $squared;
-            $sumCubed += $cubed;
-        }
+=over 4
 
-        # Standard deviation
-        $data->{$_.':standardDeviation'} = ($data->{$_.':studentCount'} - 1) ?
-            ((sqrt($sumSquared)) / ($data->{$_.':studentCount'} - 1)) : 0;
+=item #Stdnts
+Total number of students attempted the problem.
 
-        # Skewness
-        my $standardDeviation = $data->{$_.':standardDeviation'};
-        $data->{$_.':skewness'} = ($data->{$_.':standardDeviation'}) ?
-            (((sqrt($sumSquared)) / $data->{$_.':studentCount'}) / 
-             ($standardDeviation * $standardDeviation * $standardDeviation)) :
-             0;
+=item Tries
+Total number of tries for solving the problem.
 
-        # Discrimination Factor 1
-        my ($sequence, $problem, $part) = split(':', $_);
+=item Max Tries
+Largest number of tries for solving the problem by a student.
 
-        my @upper1 = split(':::', $data->{'studentsUpperListCriterion1'});
-        my @lower1 = split(':::', $data->{'studentsLowerListCriterion1'});
+=item Mean
+Average number of tries. [ Tries / #Stdnts ]
 
-        my $upper1Sum=0;
-        foreach my $name (@upper1) {
-            $upper1Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $upper1Sum /= (scalar(@upper1)) ? (scalar(@upper1)) : 0;
+=item #YES
+Number of students solved the problem correctly.
 
-        my $lower1Sum=0;
-        foreach my $name (@lower1) {
-            $lower1Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $lower1Sum /= (scalar(@lower1)) ? (scalar(@lower1)) : 0;
+=item #yes
+Number of students solved the problem by override.
 
-        $data->{$_.':discriminationFactor1'} = $upper1Sum - $lower1Sum;
+=item %Wrong
+Percentage of students who tried to solve the problem 
+but is still incorrect. [ 100*((#Stdnts-(#YES+#yes))/#Stdnts) ]
 
-        # Discrimination Factor 2
-        my @upper2 = split(':::', $data->{'studentsUpperListCriterion2'});
-        my @lower2 = split(':::', $data->{'studentsLowerListCriterion2'});
+=item DoDiff
+Degree of Difficulty of the problem.  
+[ 1 - ((#YES+#yes) / Tries) ]
 
-        my $upper2Sum=0;
-        foreach my $name (@upper2) {
-            $upper2Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $upper2Sum /= (scalar(@upper2)) ? (scalar(@upper2)) : 0;
+=item S.D.
+Standard Deviation of the tries.  
+[ sqrt(sum((Xi - Mean)^2)) / (#Stdnts-1) 
+where Xi denotes every student\'s tries ]
 
-        my $lower2Sum=0;
-        foreach my $name (@lower2) {
-            $lower2Sum += $cache->{"$name:$problem:$part:awarded"};
-        }
-        $lower2Sum /= (scalar(@lower2)) ? (scalar(@lower2)) : 0;
+=item Skew.
+Skewness of the students tries.
+[(sqrt( sum((Xi - Mean)^3) / #Stdnts)) / (S.D.^3)]
 
-        $data->{$_.':discriminationFactor2'} = $upper2Sum - $lower2Sum;
-    }
+=item Dis.F.
+Discrimination Factor: A Standard for evaluating the 
+problem according to a Criterion<br>
 
-    return;
-}
+=item [Criterion to group students into %27 Upper Students - 
+and %27 Lower Students]
+1st Criterion for Sorting the Students: 
+Sum of Partial Credit Awarded / Total Number of Tries
+2nd Criterion for Sorting the Students: 
+Total number of Correct Answers / Total Number of Tries
+
+=item Disc.
+Number of Students had at least one discussion.
+
+=back
+
+=cut
 
-#---- END Problem Statistics Web Page ----------------------------------------
+############################################################
+############################################################
 
 1;
 __END__