Community exacerbations confirmed to 16/03/2021 * Hospital exacerbations confirmed to 31/08/2021 * How to use community events data post 16/03/2021 * Option 1: Use them * Option 2: Don't use them and discard patient data for approx. 1 month around that event * Option 3: Attempt to verify them in a more automated way (looking at prescribing data etc) * Rescue meds bnf codes steroid_codes = ['0603020T0AAACAC','0603020T0AABKBK', '0603020T0AAAXAX', '0603020T0AAAGAG','0603020T0AABHBH','0603020T0AAACAC','0603020T0AABKBK', '0603020T0AABNBN', '0603020T0AAAGAG', '0603020T0AABHBH'] antib_codes = ['0501013B0AAAAAA', '0501013B0AAABAB', '0501030I0AAABAB', '0501030I0AAAAAA', '0501050B0AAAAAA', '0501050B0AAADAD', '0501013K0AAAJAJ']