File:
[LON-CAPA] /
loncom /
interface /
statistics /
lonproblemstatistics.pm
Revision
1.63:
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Tue Dec 9 21:14:23 2003 UTC (21 years, 5 months ago) by
matthew
Branches:
MAIN
CVS tags:
version_1_1_X,
version_1_1_3,
version_1_1_2,
version_1_1_1,
version_1_1_0,
version_1_0_99_3,
version_1_0_99_2,
version_1_0_99_1,
HEAD
Bug 2371 is fixed!
# The LearningOnline Network with CAPA
#
# $Id: lonproblemstatistics.pm,v 1.63 2003/12/09 21:14:23 matthew Exp $
#
# Copyright Michigan State University Board of Trustees
#
# This file is part of the LearningOnline Network with CAPA (LON-CAPA).
#
# LON-CAPA is free software; you can redistribute it and/or modify
# it under the terms of the GNU General Public License as published by
# the Free Software Foundation; either version 2 of the License, or
# (at your option) any later version.
#
# LON-CAPA is distributed in the hope that it will be useful,
# but WITHOUT ANY WARRANTY; without even the implied warranty of
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
# GNU General Public License for more details.
#
# You should have received a copy of the GNU General Public License
# along with LON-CAPA; if not, write to the Free Software
# Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
#
# /home/httpd/html/adm/gpl.txt
#
# http://www.lon-capa.org/
#
# (Navigate problems for statistical reports
#
###############################################
###############################################
=pod
=head1 NAME
lonproblemstatistics
=head1 SYNOPSIS
Routines to present problem statistics to instructors via tables,
Excel files, and plots.
=over 4
=cut
###############################################
###############################################
package Apache::lonproblemstatistics;
use strict;
use Apache::lonnet();
use Apache::loncommon();
use Apache::lonhtmlcommon;
use Apache::loncoursedata;
use Apache::lonstatistics;
use Apache::lonlocal;
use Spreadsheet::WriteExcel;
##
## 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.
##
my @Fields = (
{ name => 'problem_num',
title => 'P#',
align => 'right',
color => '#FFFFE6' },
{ name => 'container',
title => 'Sequence or Folder',
align => 'left',
color => '#FFFFE6',
sortable => 'yes' },
{ name => 'title',
title => 'Title',
align => 'left',
color => '#FFFFE6',
special => 'link',
sortable => 'yes', },
{ name => 'part',
title => 'Part',
align => 'left',
color => '#FFFFE6',
},
{ name => 'num_students',
title => '#Stdnts',
align => 'right',
color => '#EEFFCC',
format => '%d',
sortable => 'yes',
graphable => 'yes',
long_title => 'Number of Students Attempting Problem' },
{ name => 'tries',
title => 'Tries',
align => 'right',
color => '#EEFFCC',
format => '%d',
sortable => 'yes',
graphable => 'yes',
long_title => 'Total Number of Tries' },
{ name => 'max_tries',
title => 'Max Tries',
align => 'right',
color => '#DDFFFF',
format => '%d',
sortable => 'yes',
graphable => 'yes',
long_title => 'Maximum Number of Tries' },
{ name => 'mean_tries',
title => 'Mean Tries',
align => 'right',
color => '#DDFFFF',
format => '%5.2f',
sortable => 'yes',
graphable => 'yes',
long_title => 'Average Number of Tries' },
{ 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' },
{ name => 'skew_tries',
title => 'Skew Tries',
align => 'right',
color => '#DDFFFF',
format => '%5.2f',
sortable => 'yes',
graphable => 'yes',
long_title => 'Skew of Number of Tries' },
{ name => 'deg_of_diff',
title => 'DoDiff',
align => 'right',
color => '#DDFFFF',
format => '%5.2f',
sortable => 'yes',
graphable => 'yes',
long_title => 'Degree of Difficulty'.
'[ 1 - ((#YES+#yes) / Tries) ]'},
{ 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' },
{ 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' },
{ name => 'per_wrong',
title => '%Wrng',
align => 'right',
color => '#FFFFE6',
format => '%4.1f',
sortable => 'yes',
graphable => 'yes',
long_title => 'Percent of students whose final answer is wrong' },
);
###############################################
###############################################
=pod
=item &CreateInterface()
Create the main intereface for the statistics page. Allows the user to
select sections, maps, and output.
=cut
###############################################
###############################################
my @OutputOptions =
(
{ name => 'problem statistics grouped by sequence',
value => 'HTML problem statistics grouped',
description => 'Output statistics for the problem parts.',
mode => 'html',
show => 'grouped',
},
{ name => 'problem statistics ungrouped',
value => 'HTML problem statistics ungrouped',
description => 'Output statistics for the problem parts.',
mode => 'html',
show => 'ungrouped',
},
{ name => 'problem statistics, Excel',
value => 'Excel problem statistics',
description => 'Output statistics for the problem parts '.
'in an Excel workbook',
mode => 'excel',
show => 'all',
},
);
sub CreateInterface {
my $Str = '';
$Str .= '<table cellspacing="5">'."\n";
$Str .= '<tr>';
$Str .= '<td align="center"><b>'.&mt('Sections').'</b></td>';
$Str .= '<td align="center"><b>'.&mt('Enrollment Status').'</b></td>';
$Str .= '<td align="center"><b>'.&mt('Sequences and Folders').'</b></td>';
$Str .= '<td align="center"><b>'.&mt('Output').'</b></td>';
$Str .= '</tr>'."\n";
#
$Str .= '<tr><td align="center">'."\n";
$Str .= &Apache::lonstatistics::SectionSelect('Section','multiple',5);
$Str .= '</td><td align="center">';
$Str .= &Apache::lonhtmlcommon::StatusOptions(undef,undef,5);
$Str .= '</td><td align="center">';
#
my $only_seq_with_assessments = sub {
my $s=shift;
if ($s->{'num_assess'} < 1) {
return 0;
} else {
return 1;
}
};
$Str .= &Apache::lonstatistics::MapSelect('Maps','multiple,all',5,
$only_seq_with_assessments);
$Str .= '</td><td>'."\n";
my ($html,$outputmode,$show) =
&Apache::lonstatistics::CreateAndParseOutputSelector(
'statsoutputmode',
'HTML problem statistics grouped',
@OutputOptions);
$Str .= $html;
$Str .= '</td></tr>'."\n";
$Str .= '</table>'."\n";
$Str .= '<input type="submit" name="GenerateStatistics" value="'.
&mt('Generate Statistics').'" />';
$Str .= ' 'x5;
$Str .= '<input type="submit" name="ClearCache" value="'.
&mt('Clear Caches').'" />';
$Str .= ' 'x5;
return ($Str,$outputmode,$show);
}
###############################################
###############################################
=pod
=item &BuildProblemStatisticsPage()
Main interface to problem statistics.
=cut
###############################################
###############################################
sub BuildProblemStatisticsPage {
my ($r,$c)=@_;
#
my %Saveable_Parameters = ('Status' => 'scalar',
'statsoutputmode' => 'scalar',
'Section' => 'array',
'StudentData' => 'array',
'Maps' => 'array');
&Apache::loncommon::store_course_settings('statistics',
\%Saveable_Parameters);
&Apache::loncommon::restore_course_settings('statistics',
\%Saveable_Parameters);
#
&Apache::lonstatistics::PrepareClasslist();
#
my ($interface,$output_mode,$show) = &CreateInterface();
$r->print($interface);
$r->print('<input type="hidden" name="statsfirstcall" value="no" />');
$r->print('<input type="hidden" name="sortby" value="'.$ENV{'form.sortby'}.
'" />');
$r->print('<input type="hidden" name="plot" value="" />');
if (! exists($ENV{'form.statsfirstcall'})) {
return;
}
#
&Apache::lonstatistics::Gather_Student_Data($r);
#
#
if ($output_mode eq 'html') {
$r->print("<h2>".
$ENV{'course.'.$ENV{'request.course.id'}.'.description'}.
"</h2>\n");
$r->print("<h3>".localtime(time)."</h3>");
$r->rflush();
if ($show eq 'grouped') {
&output_html_grouped_by_sequence($r);
} elsif ($show eq 'ungrouped') {
&output_html_ungrouped($r);
}
} elsif ($output_mode eq 'excel') {
$r->print('<h2>'.&mt('Preparing Excel Spreadsheet').'</h2>');
&output_excel($r);
} else {
$r->print('<h1>'.&mt('Not implemented').'</h1>');
}
return;
}
###############################################
###############################################
=pod
=item &output_html_grouped_by_sequence()
Presents the statistics data as an html table organized by the order
the assessments appear in the course.
=cut
###############################################
###############################################
sub output_html_grouped_by_sequence {
my ($r) = @_;
my $problem_num = 0;
#$r->print(&ProblemStatisticsLegend());
foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
next if ($sequence->{'num_assess'}<1);
$r->print("<h3>".$sequence->{'title'}."</h3>");
$r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
$r->print('<table border="0" cellpadding="3">'."\n");
$r->print('<tr bgcolor="#FFFFE6">');
my $Str = &statistics_table_header('no container no plots');
$r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
foreach my $resource (@{$sequence->{'contents'}}) {
next if ($resource->{'type'} ne 'assessment');
foreach my $part (@{$resource->{'parts'}}) {
$problem_num++;
my $data = &get_statistics($sequence,$resource,$part,
$problem_num);
my $option = '';
$r->print('<tr>'.&statistics_html_table_data($data,
'no container').
"</tr>\n");
}
}
$r->print("</table>\n");
$r->print("</td></tr></table>\n");
$r->rflush();
}
#
return;
}
###############################################
###############################################
=pod
=item &output_html_ungrouped()
Presents the statistics data in a single html table which can be sorted by
different columns.
=cut
###############################################
###############################################
sub output_html_ungrouped {
my ($r,$option) = @_;
#
if (exists($ENV{'form.plot'}) && $ENV{'form.plot'} ne '') {
&plot_statistics($r,$ENV{'form.plot'});
}
#
my $problem_num = 0;
my $show_container = 0;
my $show_part = 0;
#$r->print(&ProblemStatisticsLegend());
my $sortby = undef;
foreach my $field (@Fields) {
if ($ENV{'form.sortby'} eq $field->{'name'}) {
$sortby = $field->{'name'};
}
}
if (! defined($sortby) || $sortby eq '' || $sortby eq 'problem_num') {
$sortby = 'container';
}
# If there is more than one sequence, list their titles
my @Sequences = &Apache::lonstatistics::Sequences_with_Assess();
if (@Sequences < 1) {
$option .= ' no container';
}
#
# Compile the data
my @Statsarray;
foreach my $sequence (@Sequences) {
next if ($sequence->{'num_assess'}<1);
foreach my $resource (@{$sequence->{'contents'}}) {
next if ($resource->{'type'} ne 'assessment');
foreach my $part (@{$resource->{'parts'}}) {
$problem_num++;
my $data = &get_statistics($sequence,$resource,$part,
$problem_num);
$show_part = 1 if ($part ne '0');
#
push (@Statsarray,$data);
}
}
}
#
# Sort the data
my @OutputOrder;
if ($sortby eq 'container') {
@OutputOrder = @Statsarray;
} else {
# $sortby is already defined, so we can charge ahead
if ($sortby =~ /^(title|part)$/i) {
# Alpha comparison
@OutputOrder = sort {
lc($a->{$sortby}) cmp lc($b->{$sortby}) ||
lc($a->{'title'}) cmp lc($b->{'title'}) ||
lc($a->{'part'}) cmp lc($b->{'part'});
} @Statsarray;
} else {
# Numerical comparison
@OutputOrder = sort {
my $retvalue = 0;
if ($b->{$sortby} eq 'nan') {
if ($a->{$sortby} ne 'nan') {
$retvalue = -1;
} else {
$retvalue = 0;
}
}
if ($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;
}
}
$option .= 'no part' if (! $show_part);
my $num_output = 0;
#
# output the headers
$r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
$r->print('<table border="0" cellpadding="3">'."\n");
my $Str = &statistics_table_header($option.' sortable');
$r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
#
foreach my $rowdata (@OutputOrder) {
$num_output++;
if ($num_output % 25 == 0) {
$r->print("</table>\n</td></tr></table>\n");
#
$r->print('<table border="0"><tr><td bgcolor="#777777">'."\n");
$r->print('<table border="0" cellpadding="3">'."\n");
my $Str = &statistics_table_header($option.' sortable');
$r->print('<tr bgcolor="#FFFFE6">'.$Str."</tr>\n");
$r->rflush();
}
$r->print('<tr>'.&statistics_html_table_data($rowdata,$option).
"</tr>\n");
}
$r->print("</table>\n");
$r->print("</td></tr></table>\n");
$r->rflush();
#
return;
}
###############################################
###############################################
=pod
=item &output_excel()
Presents the statistical data in an Excel 95 compatable spreadsheet file.
=cut
###############################################
###############################################
sub output_excel {
my ($r) = @_;
my $filename = '/prtspool/'.
$ENV{'user.name'}.'_'.$ENV{'user.domain'}.'_'.
time.'_'.rand(1000000000).'.xls';
#
my $excel_workbook = undef;
my $excel_sheet = undef;
#
my $rows_output = 0;
my $cols_output = 0;
#
# Create sheet
$excel_workbook = Spreadsheet::WriteExcel->new('/home/httpd'.$filename);
#
# Check for errors
if (! defined($excel_workbook)) {
$r->log_error("Error creating excel spreadsheet $filename: $!");
$r->print(&mt("Problems creating new Excel file. ".
"This error has been logged. ".
"Please alert your LON-CAPA administrator."));
return ;
}
#
# The excel spreadsheet stores temporary data in files, then put them
# together. If needed we should be able to disable this (memory only).
# The temporary directory must be specified before calling 'addworksheet'.
# File::Temp is used to determine the temporary directory.
$excel_workbook->set_tempdir($Apache::lonnet::tmpdir);
#
# Add a worksheet
my $sheetname = $ENV{'course.'.$ENV{'request.course.id'}.'.description'};
if (length($sheetname) > 31) {
$sheetname = substr($sheetname,0,31);
}
$excel_sheet = $excel_workbook->addworksheet(
&Apache::loncommon::clean_excel_name($sheetname)
);
#
# Put the course description in the header
$excel_sheet->write($rows_output,$cols_output++,
$ENV{'course.'.$ENV{'request.course.id'}.'.description'});
$cols_output += 3;
#
# Put a description of the sections listed
my $sectionstring = '';
my @Sections = @Apache::lonstatistics::SelectedSections;
if (scalar(@Sections) > 1) {
if (scalar(@Sections) > 2) {
my $last = pop(@Sections);
$sectionstring = "Sections ".join(', ',@Sections).', and '.$last;
} else {
$sectionstring = "Sections ".join(' and ',@Sections);
}
} else {
if ($Sections[0] eq 'all') {
$sectionstring = "All sections";
} else {
$sectionstring = "Section ".$Sections[0];
}
}
$excel_sheet->write($rows_output,$cols_output++,$sectionstring);
$cols_output += scalar(@Sections);
#
# Put the date in there too
$excel_sheet->write($rows_output,$cols_output++,
'Compiled on '.localtime(time));
#
$rows_output++;
$cols_output=0;
#
# Long Headersheaders
foreach my $field (@Fields) {
next if ($field->{'name'} eq 'problem_num');
if (exists($field->{'long_title'})) {
$excel_sheet->write($rows_output,$cols_output++,
$field->{'long_title'});
} else {
$excel_sheet->write($rows_output,$cols_output++,'');
}
}
$rows_output++;
$cols_output=0;
# Brief headers
foreach my $field (@Fields) {
next if ($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'});
}
$rows_output++;
#
# Write the data
my $problem_num=0;
foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
next if ($sequence->{'num_assess'}<1);
foreach my $resource (@{$sequence->{'contents'}}) {
next if ($resource->{'type'} ne 'assessment');
foreach my $part (@{$resource->{'parts'}}) {
$cols_output=0;
$problem_num++;
my $data = &get_statistics($sequence,$resource,$part,
$problem_num);
#
if (!defined($part) || $part eq '') {
$part = ' ';
}
foreach my $field (@Fields) {
next if ($field->{'name'} eq 'problem_num');
$excel_sheet->write($rows_output,$cols_output++,
$data->{$field->{'name'}});
}
$rows_output++;
}
}
}
#
# Write the excel file
$excel_workbook->close();
# Tell the user where to get their excel file
$r->print('<br />'.
'<a href="'.$filename.'">'.
&mt('Your Excel Spreadsheet').'</a>'."\n");
$r->rflush();
return;
}
###############################################
###############################################
=pod
=item &statistics_html_table_data()
Help function used to format the rows for HTML table output.
=cut
###############################################
###############################################
sub statistics_html_table_data {
my ($data,$options) = @_;
my $row = '';
foreach my $field (@Fields) {
next if ($options =~ /no $field->{'name'}/);
$row .= '<td bgcolor="'.$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'})) {
$row .= sprintf($field->{'format'},$data->{$field->{'name'}});
} else {
$row .= $data->{$field->{'name'}};
}
if (exists($field->{'special'}) && $field->{'special'} eq 'link') {
$row.= '</a>';
}
$row .= '</td>';
}
return $row;
}
sub statistics_table_header {
my ($options) = @_;
my $header_row;
foreach my $field (@Fields) {
next if ($options =~ /no $field->{'name'}/);
$header_row .= '<th>';
if ($options =~ /sortable/ &&
exists($field->{'sortable'}) && $field->{'sortable'} eq 'yes') {
$header_row .= '<a href="javascript:'.
'document.Statistics.sortby.value='."'".$field->{'name'}."'".
';document.Statistics.submit();">';
}
$header_row .= &mt($field->{'title'});
if ($options =~ /sortable/) {
$header_row.= '</a>';
}
if ($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 $header_row;
}
###############################################
###############################################
=pod
=item &plot_statistics()
=cut
###############################################
###############################################
sub plot_statistics {
my ($r,$datafield) = @_;
my @Data;
#
#
my $sortfield = undef;
my $title = undef;
foreach my $field (@Fields) {
if ($datafield eq $field->{'name'} &&
exists($field->{'graphable'}) && $field->{'graphable'} eq 'yes') {
$sortfield = $field->{'name'};
$title = $field->{'long_title'};
}
}
return if (! defined($sortfield) || $sortfield eq '');
#
my $Max = 0;
my $problem_num = 0;
foreach my $sequence (&Apache::lonstatistics::Sequences_with_Assess()) {
next if ($sequence->{'num_assess'}<1);
foreach my $resource (@{$sequence->{'contents'}}) {
next if ($resource->{'type'} ne 'assessment');
foreach my $part (@{$resource->{'parts'}}) {
my $problem_number++;
my $data = &get_statistics($sequence,$resource,$part,
$problem_num);
my $value = $data->{$sortfield};
$Max = $value if ($Max < $value);
push (@Data,$value);
}
}
}
#
# Print out plot request
my $yaxis = '';
if ($sortfield eq 'per_wrong') {
$yaxis = 'Percent';
}
#
# Determine appropriate value for $Max
if ($sortfield eq 'deg_of_diff') {
if ($Max > 0.5) {
$Max = 1;
} elsif ($Max > 0.2) {
$Max = 0.5;
} elsif ($Max > 0.1) {
$Max = 0.2;
}
} elsif ($sortfield eq 'per_wrong') {
if ($Max > 50) {
$Max = 100;
} elsif ($Max > 25) {
$Max = 50;
} elsif ($Max > 20) {
$Max = 25;
} elsif ($Max > 10) {
$Max = 20;
} elsif ($Max > 5) {
$Max = 10;
} else {
$Max = 5;
}
}
$r->print("<p>".&Apache::loncommon::DrawBarGraph($title,
'Problem Number',
$yaxis,
$Max,
undef,
\@Data)."</p>\n");
#
# Print out the data
$ENV{'form.sortby'} = 'Contents';
# &output_html_ungrouped($r);
return;
}
sub get_statistics {
my ($sequence,$resource,$part,$problem_num) = @_;
#
my $symb = $resource->{'symb'};
my $courseid = $ENV{'request.course.id'};
#
my $students = \@Apache::lonstatistics::Students;
if ($Apache::lonstatistics::SelectedSections[0] eq 'all') {
$students = undef;
}
my $data = &Apache::loncoursedata::get_problem_statistics
($students,$symb,$part,$courseid);
$data->{'part'} = $part;
$data->{'problem_num'} = $problem_num;
$data->{'container'} = $sequence->{'title'};
$data->{'title'} = $resource->{'title'};
$data->{'title.link'} = $resource->{'src'}.'?symb='.
&Apache::lonnet::escape($resource->{'symb'});
#
return $data;
}
###############################################
###############################################
=pod
=item &ProblemStatisticsLegend()
HELP This needs to be localized, or at least generated automatically.
=cut
###############################################
###############################################
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>Max Tries</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>[Criterion to group students into %27 Upper Students - ';
$Ptr .= 'and %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;
}
#---- END Problem Statistics Web Page ----------------------------------------
1;
__END__
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