{'fraction_non_alphanumeric': 0.012396694214876033, 'fraction_numerical': 0.0011806375442739079, 'mean_word_length': 5.673228346456693, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Monitoring and Management of Classroom Audio Video Technology Using Crestron Fusion

Many of the learning spaces across a typical college campus are equipped with presentation technology to aid the learning process. These tools such as televisions, projectors, microphones, and document cameras should be monitored and maintained to ensure that they remain operational for classes. Outages of these systems can cause significant disruptions to the student's ability to learn. To ensure effective utilization of classroom technology it is important that systems can be monitored and confirm all equipment in a room is functioning as designed. Commercial tools for monitoring and management of classroom systems have become available, but require integration with existing equipment and network systems. Many universities have a rudimentary monitoring and management system, but not developed to the level that would enable preventative maintenance or asset utilization assessment. To gain experience and insight into both potential complications and gains, we undertook a pilot study at our university, to integrate with a commercial platform to monitor and interface with several classrooms and library study rooms. The commercial platform of Creston Fusion was upgraded, cooperating systems upgraded, and software programming accomplished to network and interface. The target systems integrated were 3 classrooms and 8 library study rooms. The pilot study was successful and supports larger scale integration toward all classroom system being integrated across the university. Blocks of classrooms are scheduled for integration based on a multiyear timeline of system maintenance and upgrades.