firqaaa commited on
Commit
43f1d62
1 Parent(s): e00e782

Update app.py

Browse files
Files changed (1) hide show
  1. app.py +16 -16
app.py CHANGED
@@ -234,7 +234,7 @@ if uploaded_files:
234
  'Publisher Name' : concat['publisher_name'][0],
235
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
236
  # 'Population' : concat['population_race'][0],
237
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
238
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
239
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
240
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -249,7 +249,7 @@ if uploaded_files:
249
  'Publisher Name' : concat['publisher_name'][0],
250
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
251
  # 'Population' : concat['population_race'][0],
252
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
253
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
254
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
255
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -270,7 +270,7 @@ if uploaded_files:
270
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
271
  "Publisher Name" : concat['publisher_name'][0],
272
  # 'Population' : concat['population_race'][0],
273
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
274
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
275
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
276
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -285,7 +285,7 @@ if uploaded_files:
285
  'Authors' : concat['authors'][0],
286
  'Publisher Name' : concat['publisher_name'][0],
287
  'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
288
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
289
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
290
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
291
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -304,7 +304,7 @@ if uploaded_files:
304
  'Authors' : concat['authors'][0],
305
  'Publisher Name' : concat['publisher_name'][0],
306
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
307
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
308
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
309
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
310
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -327,7 +327,7 @@ if uploaded_files:
327
  'Authors' : concat['authors'][0],
328
  'Publisher Name' : concat['publisher_name'][0],
329
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
330
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
331
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
332
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
333
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -350,7 +350,7 @@ if uploaded_files:
350
  'Authors' : concat['authors'][0],
351
  'Publisher Name' : concat['publisher_name'][0],
352
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
353
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
354
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
355
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
356
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -368,7 +368,7 @@ if uploaded_files:
368
  'Authors' : concat['authors'][0],
369
  'Publisher Name' : concat['publisher_name'][0],
370
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
371
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
372
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
373
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
374
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -386,7 +386,7 @@ if uploaded_files:
386
  'Authors' : concat['authors'][0],
387
  'Publisher Name' : concat['publisher_name'][0],
388
  'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
389
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
390
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
391
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
392
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -404,7 +404,7 @@ if uploaded_files:
404
  'Authors' : concat['authors'][0],
405
  'Publisher Name' : concat['publisher_name'][0],
406
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
407
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
408
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
409
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
410
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -422,7 +422,7 @@ if uploaded_files:
422
  'Authors' : concat['authors'][0],
423
  'Publisher Name' : concat['publisher_name'][0],
424
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
425
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
426
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
427
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
428
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -443,7 +443,7 @@ if uploaded_files:
443
  'Authors' : concat['authors'][0],
444
  'Publisher Name' : concat['publisher_name'][0],
445
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
446
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
447
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
448
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
449
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -466,7 +466,7 @@ if uploaded_files:
466
  'Authors' : concat['authors'][0],
467
  'Publisher Name' : concat['publisher_name'][0],
468
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
469
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
470
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
471
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
472
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -486,7 +486,7 @@ if uploaded_files:
486
  'Authors' : concat['authors'][0],
487
  'Publisher Name' : concat['publisher_name'][0],
488
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
489
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
490
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
491
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
492
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -506,7 +506,7 @@ if uploaded_files:
506
  'Authors' : concat['authors'][0],
507
  'Publisher Name' : concat['publisher_name'][0],
508
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
509
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
510
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
511
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
512
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
@@ -527,7 +527,7 @@ if uploaded_files:
527
  'Authors' : concat['authors'][0],
528
  'Publisher Name' : concat['publisher_name'][0],
529
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
530
- 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
531
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
532
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
533
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
234
  'Publisher Name' : concat['publisher_name'][0],
235
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
236
  # 'Population' : concat['population_race'][0],
237
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
238
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
239
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
240
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
249
  'Publisher Name' : concat['publisher_name'][0],
250
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
251
  # 'Population' : concat['population_race'][0],
252
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
253
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
254
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
255
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
270
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
271
  "Publisher Name" : concat['publisher_name'][0],
272
  # 'Population' : concat['population_race'][0],
273
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
274
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
275
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
276
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
285
  'Authors' : concat['authors'][0],
286
  'Publisher Name' : concat['publisher_name'][0],
287
  'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
288
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
289
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
290
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
291
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
304
  'Authors' : concat['authors'][0],
305
  'Publisher Name' : concat['publisher_name'][0],
306
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
307
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
308
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
309
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
310
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
327
  'Authors' : concat['authors'][0],
328
  'Publisher Name' : concat['publisher_name'][0],
329
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
330
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
331
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
332
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
333
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
350
  'Authors' : concat['authors'][0],
351
  'Publisher Name' : concat['publisher_name'][0],
352
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
353
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
354
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
355
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
356
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
368
  'Authors' : concat['authors'][0],
369
  'Publisher Name' : concat['publisher_name'][0],
370
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
371
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
372
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
373
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
374
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
386
  'Authors' : concat['authors'][0],
387
  'Publisher Name' : concat['publisher_name'][0],
388
  'Publication Year' :get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
389
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
390
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
391
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
392
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
404
  'Authors' : concat['authors'][0],
405
  'Publisher Name' : concat['publisher_name'][0],
406
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
407
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
408
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
409
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
410
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
422
  'Authors' : concat['authors'][0],
423
  'Publisher Name' : concat['publisher_name'][0],
424
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
425
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
426
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
427
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
428
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
443
  'Authors' : concat['authors'][0],
444
  'Publisher Name' : concat['publisher_name'][0],
445
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
446
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
447
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
448
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
449
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
466
  'Authors' : concat['authors'][0],
467
  'Publisher Name' : concat['publisher_name'][0],
468
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
469
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
470
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
471
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
472
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
486
  'Authors' : concat['authors'][0],
487
  'Publisher Name' : concat['publisher_name'][0],
488
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
489
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
490
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
491
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
492
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
506
  'Authors' : concat['authors'][0],
507
  'Publisher Name' : concat['publisher_name'][0],
508
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
509
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
510
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
511
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
512
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),
 
527
  'Authors' : concat['authors'][0],
528
  'Publisher Name' : concat['publisher_name'][0],
529
  'Publication Year' : get_valid_year(' '.join(concat['year_of_publication'].values.tolist())),
530
+ # 'Population' : upper_abbreviation(' '.join(concat['population_race'].values.tolist()).replace('Unknown', '').title()),
531
  'Sample Size' : sample_size_postproc(' '.join(concat['sample_size'].values.tolist()).replace('Unknown', '').title()),
532
  'Study Methodology' : upper_abbreviation(' '.join(concat['study_methodology'].values.tolist()).replace('Unknown', '').title()),
533
  'Study Level' : upper_abbreviation(' '.join(concat['study_level'].values.tolist()).replace('Unknown', '').title()),