diff --git a/pdf/remove_links.py b/pdf/remove_links.py
index b7463b2..527d8d5 100755
--- a/pdf/remove_links.py
+++ b/pdf/remove_links.py
@@ -19,15 +19,15 @@ MATCHES = {
'Objects returned by the itertools module, such as count, repeat and cycle.': 'Objects returned by the itertools module, such as count, repeat and cycle (p. 3).',
'Generators returned by the generator functions and generator expressions.': 'Generators returned by the generator functions (p. 4) and generator expressions (p. 11).',
'File objects returned by the open() function, etc.': 'File objects returned by the open() function (p. 22), etc.',
- 'Use \'logging.exception(<message>)\' to log the passed message, followed by the full error message of the caught exception. For details see logging.': 'Use \'logging.exception(<message>)\' to log the passed message, followed by the full error message of the caught exception. For details see logging (p. 32).',
+ 'Use \'logging.exception(<str>)\' to log the passed message, followed by the full error message of the caught exception. For details see logging.': 'Use \'logging.exception(<str>)\' to log the passed message, followed by the full error message of the caught exception. For details see logging (p. 32).',
'Functions report OS related errors by raising either OSError or one of its subclasses.': 'Functions report OS related errors by raising OSError or one of its subclasses (p. 23).',
'To print the spreadsheet to the console use Tabulate library.': 'To print the spreadsheet to the console use Tabulate library (p. 34).',
'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library.': 'For XML and binary Excel files (xlsx, xlsm and xlsb) use Pandas library (p. 46).',
'Bools will be stored and returned as ints and dates as ISO formatted strings.': 'Bools will be stored and returned as ints and dates as ISO formatted strings (p. 9).',
- 'ProcessPoolExecutor provides true parallelism but: everything sent to/from workers must be pickable, queues must be sent using executor\'s \'initargs\' and \'initializer\' parameters, and all executors should only be reachable via \'if __name__ == "__main__": ...\'.': 'ProcessPoolExecutor provides true parallelism but: everything sent to/from workers must be pickable, queues must be sent using executor\'s \'initargs\' and \'initializer\' parameters, and all executors should only be reachable via \'if __name__ == "__main__": ...\'.',
+ 'ProcessPoolExecutor provides true parallelism but: everything sent to/from workers must be pickable, queues must be sent using executor\'s \'initargs\' and \'initializer\' parameters, and executor should only be reachable via \'if __name__ == "__main__": ...\'.': 'ProcessPoolExecutor provides true parallelism but: everything sent to/from workers must be pickable, queues must be sent using executor\'s \'initargs\' and \'initializer\' parameters, and executor should only be reachable via \'if __name__ == "__main__": ...\'.',
'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes.': 'Asyncio module also provides its own Queue, Event, Lock and Semaphore classes (p. 30).',
'Install a WSGI server like Waitress and a HTTP server such as Nginx for better security.': 'Install a WSGI server like Waitress and a HTTP server such as Nginx for better security.',
- 'The "latest and greatest" profiler that can also monitor GPU usage is called Scalene.': 'The "latest and greatest" profiler that can also monitor GPU usage is called Scalene.',
+ 'Data analysis library. For examples see Plotly.': 'Data analysis library. For examples see Plotly (p. 47).',
}