This dataset holds monitoring of indoor air temperature and relative humidity profiles for 18 patient rooms in surgical, medical, cardiology and oncology wards in two hospitals. Also, 522 patient thermal surveys were completed in parallel with the monitoring task to assess thermal sensation votes (TSV) and thermal preference votes (TPV). length of stay and admission rates in the last five years obtained as well.