comparison scripts/generate_report.py @ 1088:3705f68a38b7

The version I use and works, addresses issues #1622, #1616, partially #1620
author Giulio Moro <giuliomoro@yahoo.it>
date Mon, 22 Feb 2016 04:17:19 +0000
parents
children 8540d153caec b5bf2f57187c
comparison
equal deleted inserted replaced
-1:000000000000 1088:3705f68a38b7
1 #!/usr/bin/python
2 # -*- coding: utf-8 -*-
3
4 import xml.etree.ElementTree as ET
5 import os # for getting files from directory
6 import operator # for sorting data with multiple keys
7 import sys # for accessing command line arguments
8 import subprocess # for calling pdflatex
9 import shlex # for calling pdflatex
10 import matplotlib.pyplot as plt # plots
11 import numpy as np # numbers
12
13 # Command line arguments
14 assert len(sys.argv)<4, "generate_report takes at most 2 command line arguments\n"+\
15 "Use: python generate_report.py [results_folder] [no_render | -nr]"
16
17 render_figures = True
18
19 # XML results files location
20 if len(sys.argv) == 1:
21 folder_name = "../saves/" # Looks in 'saves/' folder from 'scripts/' folder
22 print "Use: python generate_report.py [results_folder] [no_render | -nr]"
23 print "Using default path: " + folder_name
24 elif len(sys.argv) == 2:
25 folder_name = sys.argv[1] # First command line argument is folder
26 elif len(sys.argv) == 3:
27 folder_name = sys.argv[1] # First command line argument is folder
28 assert sys.argv[2] in ('no_render','-nr'), "Second argument not recognised. \n" +\
29 "Use: python generate_report.py [results_folder] [no_render | -nr]"
30 # Second command line argument is [no_render | -nr]
31 render_figures = False
32
33 def isNaN(num):
34 return num != num
35
36 # Turn number of seconds (int) to '[minutes] min [seconds] s' (string)
37 def seconds2timestr(time_in_seconds):
38 if time_in_seconds is not None and not isNaN(time_in_seconds):
39 time_in_minutes = int(time_in_seconds/60)
40 remaining_seconds = int(time_in_seconds%60)
41 return str(time_in_minutes) + " min " + str(remaining_seconds) + " s"
42 else:
43 return 'N/A'
44
45 # stats initialisation
46 number_of_XML_files = 0
47 number_of_pages = 0
48 number_of_fragments = 0
49 total_empty_comments = 0
50 total_not_played = 0
51 total_not_moved = 0
52 time_per_page_accum = 0
53
54 # arrays initialisation
55 page_names = []
56 real_page_names = [] # regardless of differing numbers of fragments
57 subject_count = [] # subjects per audioholder name
58 page_count = []
59 duration_page = [] # duration of experiment in function of page content
60 duration_order = [] # duration of experiment in function of page number
61 fragments_per_page = [] # number of fragments for corresponding page
62
63 # survey stats
64 gender = []
65 age = []
66
67 # get username if available
68 for name in ('LOGNAME', 'USER', 'LNAME', 'USERNAME'):
69 user = os.environ.get(name)
70 if user:
71 break
72 else:
73 user = ''
74
75
76 # begin LaTeX document
77 header = r'''\documentclass[11pt, oneside]{article}
78 \usepackage{geometry}
79 \geometry{a4paper}
80 \usepackage[parfill]{parskip} % empty line instead of indent
81 \usepackage{graphicx} % figures
82 \usepackage[space]{grffile} % include figures with spaces in paths
83 \usepackage{hyperref}
84 \usepackage{tikz} % pie charts
85 \title{Report}
86 \author{'''+\
87 user+\
88 r'''}
89 \graphicspath{{'''+\
90 folder_name+\
91 r'''}}
92 %\setcounter{section}{-1} % Summary section 0 so number of sections equals number of files
93 \begin{document}
94 \maketitle
95 This is an automatically generated report using the `generate\_report.py' Python script
96 included with the Web Audio Evaluation Tool \cite{WAET} distribution which can be found
97 at \texttt{code.soundsoftware.ac.uk/projects/webaudioevaluationtool}.
98 \tableofcontents
99
100 '''
101
102 footer = '\n\t\t'+r'''\begin{thebibliography}{9}
103 \bibitem{WAET} % reference to accompanying publication
104 Nicholas Jillings, Brecht De Man, David Moffat and Joshua D. Reiss,
105 ``Web Audio Evaluation Tool: A browser-based listening test environment,''
106 presented at the 12th Sound and Music Computing Conference, July 2015.
107 \end{thebibliography}
108 \end{document}'''
109
110 body = ''
111
112 # make sure folder_name ends in '/'
113 folder_name = os.path.join(folder_name, '')
114
115 # generate images for later use
116 if render_figures:
117 subprocess.call("python timeline_view_movement.py '"+folder_name+"'", shell=True)
118 subprocess.call("python score_parser.py '"+folder_name+"'", shell=True)
119 subprocess.call("python score_plot.py '"+folder_name+"ratings/'", shell=True)
120
121 # get every XML file in folder
122 files_list = os.listdir(folder_name)
123 for file in files_list: # iterate over all files in files_list
124 if file.endswith(".xml"): # check if XML file
125 number_of_XML_files += 1
126 tree = ET.parse(folder_name + file)
127 root = tree.getroot()
128
129 # PRINT name as section
130 body+= '\n\section{'+file[:-4].capitalize()+'}\n' # make section header from name without extension
131
132 # reset for new subject
133 total_duration = 0
134 page_number = 0
135
136 individual_table = '\n' # table with stats for this individual test file
137 timeline_plots = '' # plots of timeline (movements and plays)
138
139 # DEMO survey stats
140 # get gender
141 this_subjects_gender = root.find("./posttest/radio/[@id='gender']")
142 if this_subjects_gender is not None:
143 gender.append(this_subjects_gender.get("name"))
144 else:
145 gender.append('UNAVAILABLE')
146 # get age
147 this_subjects_age = root.find("./posttest/number/[@id='age']")
148 if this_subjects_age is not None:
149 age.append(this_subjects_age.text)
150 #TODO add plot of age
151
152 # get list of all page names
153 for audioholder in root.findall("./audioholder"): # iterate over pages
154 page_name = audioholder.get('id') # get page name
155
156 if page_name is None: # ignore 'empty' audio_holders
157 print "WARNING: " + file + " contains empty audio holder. (evaluation_stats.py)"
158 break # move on to next
159
160 number_of_comments = 0 # for this page
161 number_of_missing_comments = 0 # for this page
162 not_played = [] # for this page
163 not_moved = [] # for this page
164
165 if audioholder.find("./metric/metricresult[@id='testTime']") is not None: # check if time is included
166 # 'testTime' keeps total duration: subtract time so far for duration of this audioholder
167 duration = float(audioholder.find("./metric/metricresult[@id='testTime']").text) - total_duration
168
169 # total duration of test
170 total_duration += duration
171 else:
172 duration = float('nan')
173 total_duration = float('nan')
174
175 # number of audio elements
176 audioelements = audioholder.findall("./audioelement") # get audioelements
177 number_of_fragments += len(audioelements) # add length of this list to total
178
179 # number of comments (interesting if comments not mandatory)
180 for audioelement in audioelements:
181 response = audioelement.find("./comment/response")
182 was_played = audioelement.find("./metric/metricresult/[@name='elementFlagListenedTo']")
183 was_moved = audioelement.find("./metric/metricresult/[@name='elementFlagMoved']")
184 if response.text is not None and len(response.text) > 1:
185 number_of_comments += 1
186 else:
187 number_of_missing_comments += 1
188 if was_played is not None and was_played.text == 'false':
189 not_played.append(audioelement.get('id'))
190 if was_moved is not None and was_moved.text == 'false':
191 not_moved.append(audioelement.get('id'))
192
193 # update global counters
194 total_empty_comments += number_of_missing_comments
195 total_not_played += len(not_played)
196 total_not_moved += len(not_moved)
197
198 # PRINT alerts when elements not played or markers not moved
199 # number of audio elements not played
200 if len(not_played) > 1:
201 body += '\t\t\\emph{\\textbf{ATTENTION: '+str(len(not_played))+\
202 ' fragments were not listened to in '+page_name+'! }}'+\
203 ', '.join(not_played)+'\\\\ \n'
204 if len(not_played) == 1:
205 body += '\t\t\\emph{\\textbf{ATTENTION: one fragment was not listened to in '+page_name+'! }}'+\
206 not_played[0]+'\\\\ \n'
207
208 # number of audio element markers not moved
209 if len(not_moved) > 1:
210 body += '\t\t\\emph{\\textbf{ATTENTION: '+str(len(not_moved))+\
211 ' markers were not moved in '+page_name+'! }}'+\
212 ', '.join(not_moved)+'\\\\ \n'
213 if len(not_moved) == 1:
214 body += '\t\t\\emph{\\textbf{ATTENTION: one marker was not moved in '+page_name+'! }}'+\
215 not_moved[0]+'\\\\ \n'
216
217 # PRINT song-specific statistic
218 individual_table += '\t\t'+page_name+'&'+\
219 str(number_of_comments) + '/' +\
220 str(number_of_comments+number_of_missing_comments)+'&'+\
221 seconds2timestr(duration)+'\\\\\n'
222
223 # get timeline for this audioholder
224 img_path = 'timelines_movement/'+file[:-4]+'-'+page_name+'.pdf'
225
226 # check if available
227 if os.path.isfile(folder_name+img_path):
228 # SHOW timeline image
229 timeline_plots += '\\includegraphics[width=\\textwidth]{'+\
230 folder_name+img_path+'}\n\t\t'
231
232 # keep track of duration in function of page index
233 if len(duration_order)>page_number:
234 duration_order[page_number].append(duration)
235 else:
236 duration_order.append([duration])
237
238 # keep list of audioholder ids and count how many times each audioholder id
239 # was tested, how long it took, and how many fragments there were
240 # (if number of fragments is different, store as different audioholder id)
241 if page_name in page_names:
242 page_index = page_names.index(page_name) # get index
243 # check if number of audioelements the same
244 if len(audioelements) == fragments_per_page[page_index]:
245 page_count[page_index] += 1
246 duration_page[page_index].append(duration)
247 else: # make new entry
248 alt_page_name = page_name+"("+str(len(audioelements))+")"
249 if alt_page_name in page_names: # if already there
250 alt_page_index = page_names.index(alt_page_name) # get index
251 page_count[alt_page_index] += 1
252 duration_page[alt_page_index].append(duration)
253 else:
254 page_names.append(alt_page_name)
255 page_count.append(1)
256 duration_page.append([duration])
257 fragments_per_page.append(len(audioelements))
258 else:
259 page_names.append(page_name)
260 page_count.append(1)
261 duration_page.append([duration])
262 fragments_per_page.append(len(audioelements))
263
264 # number of subjects per audioholder regardless of differing numbers of
265 # fragments (for inclusion in box plots)
266 if page_name in real_page_names:
267 page_index = real_page_names.index(page_name) # get index
268 subject_count[page_index] += 1
269 else:
270 real_page_names.append(page_name)
271 subject_count.append(1)
272
273 # bookkeeping
274 page_number += 1 # increase page count for this specific test
275 number_of_pages += 1 # increase total number of pages
276 time_per_page_accum += duration # total duration (for average time spent per page)
277
278 # PRINT table with statistics about this test
279 body += '\t\t'+r'''\begin{tabular}{|p{3.5cm}|c|p{2.5cm}|}
280 \hline
281 \textbf{Song name} & \textbf{Comments} & \textbf{Duration} \\ \hline '''+\
282 individual_table+'\t\t'+\
283 r'''\hline
284 \textbf{TOTAL} & & \textbf{'''+\
285 seconds2timestr(total_duration)+\
286 r'''}\\
287 \hline
288 \end{tabular}
289
290 '''
291 # PRINT timeline plots
292 body += timeline_plots
293
294 # join to footer
295 footer = body + footer
296
297 # empty body again
298 body = ''
299
300 # PRINT summary of everything (at start)
301 # unnumbered so that number of sections equals number of files
302 body += '\section*{Summary}\n\t\t\\addcontentsline{toc}{section}{Summary}\n'
303
304 # PRINT table with statistics
305 body += '\t\t\\begin{tabular}{ll}\n\t\t\t'
306 body += r'Number of XML files: &' + str(number_of_XML_files) + r'\\'+'\n\t\t\t'
307 body += r'Number of pages: &' + str(number_of_pages) + r'\\'+'\n\t\t\t'
308 body += r'Number of fragments: &' + str(number_of_fragments) + r'\\'+'\n\t\t\t'
309 body += r'Number of empty comments: &' + str(total_empty_comments) +\
310 " (" + str(round(100.0*total_empty_comments/number_of_fragments,2)) + r"\%)\\"+'\n\t\t\t'
311 body += r'Number of unplayed fragments: &' + str(total_not_played) +\
312 " (" + str(round(100.0*total_not_played/number_of_fragments,2)) + r"\%)\\"+'\n\t\t\t'
313 body += r'Number of unmoved markers: &' + str(total_not_moved) +\
314 " (" + str(round(100.0*total_not_moved/number_of_fragments,2)) + r"\%)\\"+'\n\t\t\t'
315 body += r'Average time per page: &' + seconds2timestr(time_per_page_accum/number_of_pages) + r"\\"+'\n\t\t'
316 body += '\\end{tabular} \\vspace{1.5cm} \\\\ \n'
317
318 # Average duration for first, second, ... page
319 body += "\t\t\\vspace{.5cm} \n\n\t\tAverage duration per page (see also Figure \\ref{fig:avgtimeperpage}): \\\\ \n\t\t"
320 body += r'''\begin{tabular}{lll}
321 \textbf{Page} & \textbf{Duration} & \textbf{\# subjects}\\'''
322 tpp_averages = [] # store average time per page
323 for page_number in range(len(duration_order)):
324 body += '\n\t\t\t'+str(page_number+1) + "&" +\
325 seconds2timestr(sum(duration_order[page_number])/len(duration_order[page_number])) +\
326 "&"+str(len(duration_order[page_number]))+r"\\"
327 tpp_averages.append(sum(duration_order[page_number])/len(duration_order[page_number]))
328
329 body += '\n\t\t\\end{tabular} \\vspace{1.5cm} \\\\ \n\n\t\t'
330
331 # SHOW bar plot of average time per page
332 plt.bar(range(1,len(duration_order)+1), np.array(tpp_averages)/60)
333 plt.xlabel('Page order')
334 plt.xlim(.8, len(duration_order)+1)
335 plt.xticks(np.arange(1,len(duration_order)+1)+.4, range(1,len(duration_order)+1))
336 plt.ylabel('Average time [minutes]')
337 plt.savefig(folder_name+"time_per_page.pdf", bbox_inches='tight')
338 plt.close()
339 #TODO add error bars
340
341
342 # Sort pages by number of audioelements, then by duration
343
344 # average duration and number of subjects per page
345 average_duration_page = []
346 number_of_subjects_page = []
347 for line in duration_page:
348 number_of_subjects_page.append(len(line))
349 average_duration_page.append(sum(line)/len(line))
350
351 # combine and sort in function of number of audioelements and duration
352 combined_list = [page_names, average_duration_page, fragments_per_page, number_of_subjects_page]
353 combined_list = sorted(zip(*combined_list), key=operator.itemgetter(1, 2)) # sort
354
355 # Show average duration for all songs
356 body += r'''\vspace{.5cm}
357 Average duration per audioholder (see also Figure \ref{fig:avgtimeperaudioholder}): \\
358 \begin{tabular}{llll}
359 \textbf{Audioholder} & \textbf{Duration} & \textbf{\# subjects} & \textbf{\# fragments} \\'''
360 audioholder_names_ordered = []
361 average_duration_audioholder_ordered = []
362 number_of_subjects = []
363 for page_index in range(len(page_names)):
364 audioholder_names_ordered.append(combined_list[page_index][0])
365 average_duration_audioholder_ordered.append(combined_list[page_index][1])
366 number_of_subjects.append(combined_list[page_index][3])
367 body += '\n\t\t\t'+combined_list[page_index][0] + "&" +\
368 seconds2timestr(combined_list[page_index][1]) + "&" +\
369 str(combined_list[page_index][3]) + "&" +\
370 str(combined_list[page_index][2]) + r"\\"
371 body += '\n\t\t\\end{tabular}\n'
372
373 # SHOW bar plot of average time per page
374 plt.bar(range(1,len(audioholder_names_ordered)+1), np.array(average_duration_audioholder_ordered)/60)
375 plt.xlabel('Audioholder')
376 plt.xlim(.8, len(audioholder_names_ordered)+1)
377 plt.xticks(np.arange(1,len(audioholder_names_ordered)+1)+.4, audioholder_names_ordered, rotation=90)
378 plt.ylabel('Average time [minutes]')
379 plt.savefig(folder_name+"time_per_audioholder.pdf", bbox_inches='tight')
380 plt.close()
381
382 # SHOW bar plot of average time per page
383 plt.bar(range(1,len(audioholder_names_ordered)+1), number_of_subjects)
384 plt.xlabel('Audioholder')
385 plt.xlim(.8, len(audioholder_names_ordered)+1)
386 plt.xticks(np.arange(1,len(audioholder_names_ordered)+1)+.4, audioholder_names_ordered, rotation=90)
387 plt.ylabel('Number of subjects')
388 ax = plt.gca()
389 ylims = ax.get_ylim()
390 yint = np.arange(int(np.floor(ylims[0])), int(np.ceil(ylims[1]))+1)
391 plt.yticks(yint)
392 plt.savefig(folder_name+"subjects_per_audioholder.pdf", bbox_inches='tight')
393 plt.close()
394
395 # SHOW both figures
396 body += r'''
397 \begin{figure}[htbp]
398 \begin{center}
399 \includegraphics[width=.65\textwidth]{'''+\
400 folder_name+'time_per_page.pdf'+\
401 r'''}
402 \caption{Average time spent per page.}
403 \label{fig:avgtimeperpage}
404 \end{center}
405 \end{figure}
406
407 '''
408 body += r'''\begin{figure}[htbp]
409 \begin{center}
410 \includegraphics[width=.65\textwidth]{'''+\
411 folder_name+'time_per_audioholder.pdf'+\
412 r'''}
413 \caption{Average time spent per audioholder.}
414 \label{fig:avgtimeperaudioholder}
415 \end{center}
416 \end{figure}
417
418 '''
419 body += r'''\begin{figure}[htbp]
420 \begin{center}
421 \includegraphics[width=.65\textwidth]{'''+\
422 folder_name+'subjects_per_audioholder.pdf'+\
423 r'''}
424 \caption{Number of subjects per audioholder.}
425 \label{fig:subjectsperaudioholder}
426 \end{center}
427 \end{figure}
428
429 '''
430 #TODO add error bars
431 #TODO layout of figures
432
433 # SHOW boxplot per audioholder
434 #TODO order in decreasing order of participants
435 for audioholder_name in page_names: # get each name
436 # plot boxplot if exists (not so for the 'alt' names)
437 if os.path.isfile(folder_name+'ratings/'+audioholder_name+'-ratings-box.pdf'):
438 body += r'''\begin{figure}[htbp]
439 \begin{center}
440 \includegraphics[width=.65\textwidth]{'''+\
441 folder_name+"ratings/"+audioholder_name+'-ratings-box.pdf'+\
442 r'''}
443 \caption{Box plot of ratings for audioholder '''+\
444 audioholder_name+' ('+str(subject_count[real_page_names.index(audioholder_name)])+\
445 ''' participants).}
446 \label{fig:boxplot'''+audioholder_name.replace(" ", "")+'''}
447 \end{center}
448 \end{figure}
449
450 '''
451
452 # DEMO pie chart of gender distribution among subjects
453 genders = ['male', 'female', 'other', 'preferNotToSay', 'UNAVAILABLE']
454 # TODO: get the above automatically
455 gender_distribution = ''
456 for item in genders:
457 number = gender.count(item)
458 if number>0:
459 gender_distribution += str("{:.2f}".format((100.0*number)/len(gender)))+\
460 '/'+item.capitalize()+' ('+str(number)+'),\n'
461
462 body += r'''
463 % Pie chart of gender distribution
464 \def\angle{0}
465 \def\radius{3}
466 \def\cyclelist{{"orange","blue","red","green"}}
467 \newcount\cyclecount \cyclecount=-1
468 \newcount\ind \ind=-1
469 \begin{figure}[htbp]
470 \begin{center}\begin{tikzpicture}[nodes = {font=\sffamily}]
471 \foreach \percent/\name in {'''+\
472 gender_distribution+\
473 r'''} {\ifx\percent\empty\else % If \percent is empty, do nothing
474 \global\advance\cyclecount by 1 % Advance cyclecount
475 \global\advance\ind by 1 % Advance list index
476 \ifnum6<\cyclecount % If cyclecount is larger than list
477 \global\cyclecount=0 % reset cyclecount and
478 \global\ind=0 % reset list index
479 \fi
480 \pgfmathparse{\cyclelist[\the\ind]} % Get color from cycle list
481 \edef\color{\pgfmathresult} % and store as \color
482 % Draw angle and set labels
483 \draw[fill={\color!50},draw={\color}] (0,0) -- (\angle:\radius)
484 arc (\angle:\angle+\percent*3.6:\radius) -- cycle;
485 \node at (\angle+0.5*\percent*3.6:0.7*\radius) {\percent\,\%};
486 \node[pin=\angle+0.5*\percent*3.6:\name]
487 at (\angle+0.5*\percent*3.6:\radius) {};
488 \pgfmathparse{\angle+\percent*3.6} % Advance angle
489 \xdef\angle{\pgfmathresult} % and store in \angle
490 \fi
491 };
492 \end{tikzpicture}
493 \caption{Representation of gender across subjects}
494 \label{default}
495 \end{center}
496 \end{figure}
497
498 '''
499 # problem: some people entered twice?
500
501 #TODO
502 # time per page in function of number of fragments (plot)
503 # time per participant in function of number of pages
504 # plot total time for each participant
505 # show 'count' per page (in order)
506
507 # clear up page_index <> page_count <> page_number confusion
508
509
510 texfile = header+body+footer # add bits together
511
512 print 'pdflatex -output-directory="'+folder_name+'"" "'+ folder_name + 'Report.tex"' # DEBUG
513
514 # write TeX file
515 with open(folder_name + 'Report.tex','w') as f:
516 f.write(texfile)
517 proc=subprocess.Popen(shlex.split('pdflatex -output-directory="'+folder_name+'" "'+ folder_name + 'Report.tex"'))
518 proc.communicate()
519 # run again
520 proc=subprocess.Popen(shlex.split('pdflatex -output-directory="'+folder_name+'" "'+ folder_name + 'Report.tex"'))
521 proc.communicate()
522
523 #TODO remove auxiliary LaTeX files
524 try:
525 os.remove(folder_name + 'Report.aux')
526 os.remove(folder_name + 'Report.log')
527 os.remove(folder_name + 'Report.out')
528 os.remove(folder_name + 'Report.toc')
529 except OSError:
530 pass
531